{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-01-07T00:17:16.661578Z",
     "start_time": "2025-01-07T00:17:16.658253Z"
    }
   },
   "source": [
    "import random\n",
    "\n",
    "import matplotlib\n",
    "#导入模板\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ],
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 1. 绘制折线图",
   "id": "e91deee38d4f61fa"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T11:29:19.420575Z",
     "start_time": "2025-01-06T11:29:19.383978Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# x轴数据\n",
    "x = [i for i in range(10)]\n",
    "# y轴数据\n",
    "y = [random.randint(0, 10) for i in range(10)]\n",
    "# 绘制折线图\n",
    "plt.plot(x, y)\n",
    "# 显示图形\n",
    "plt.show()"
   ],
   "id": "d4fc67eae3a32b10",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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OPYi1+eOFnw+Xz/9ZfQhfbT2i9pJIzeLjp59+wjXXXIMrr7wSSUlJuOGGG3DppZdi3bp1Sr8rUxHJgiL/QyQNfrW1EO+uOaT2kohI52oamnDne+LYogXnD4qSceZ6cuHgaPyfc81//HALco/WqL0kUqv4GD9+PJYuXYrdu3fLn2/evBk//PADLr/88nZ/f319PSoqKk56o/ZlJPTCHy9Lkc9PfpXDOQdE1CMPf7ZdBnaJ+HKxi6DlPo+O/OHSQRjZNwyV9U1yAF59E78umrL4eOCBBzB16lSkpKTA19cXmZmZmDNnDqZPn97u7583bx5sNlvbW0JCgtJLMpTfnJssv1DUNjZje4Fd7eUQkU59tDEfH27Ml7HlYny9iDHXI1+LN165WeSR+GJLvh1PfZ2j9pJIjeLj/fffx3vvvYcFCxZg06ZNeOedd/Dcc8/JH9szd+5c2O32tre8vDyll2S4/g+xAyJk5/HmCxF1ndjteOgzR5+HiC0/p18E9Kx3rwA8f6Oj/0NEEnyzvVDtJZGni4/77ruvbfcjPT0dv/jFL3D33XfLHY72WK1WhIaGnvRGZ+Ya8MTig4i6SlxLFddTRUy5iCsXseVGMDE1Br87L1k+3/fBZuSXs//DVMVHTU0NvL1P/mMtFgtaWlqUflemlcnig4i6SSSYinhyccwi4srF9VqjuP+yFLkzXFHXhFkLs9DYzNcd0xQfV111FZ544gl8+eWXOHjwID755BO88MILuO6665R+V6aVHm+T8cL55bUorapXezlEpBOfZR+Ws1vE14+XpmbIuHIjcfV/hPr7ICv3GJ79ZpfaSyJPFR8iz0Ncr73zzjuRmpqKe++9F3fccYcMGiPlYtcHRAXL583c/SCiTthfUoUHP94qn2ddNAATBkTCiBLCA/Gss//jrZX7sSynSO0lkSeKj5CQEMyfPx+HDh1CbW0t9u3bh8cffxx+ftpOzNMb9n0QUVf6PGYsyJJx5GOTwzF70iAY2eShsfjV+CT5fM/7m1FwrFbtJdEpONtFp3jjhYg664kvd8qJtRFBfvJarZH6PDoy94oUpPex4VhNI+5i/4fmsPjQefEhjl1aWhi1TkTtE7Hj/8+ZiPzCTRmICTVWn0dHrD4WORU8xOqDDYfK8cK3juBL0gYWHzo1ODYEVh9v2dV98ChHShPR6Q4drZax48LvL+yPCwZFwUwSIwLlXCzh9e/34ftdxWoviZxYfOi4qzutj00+8+iFiE4lYsbFFGwROz6qbxj+cImx+zw6ckV6HH5xTt+2/o+iijq1l0QsPoxz9EJEdKJ5X+Vg62G7jB0XfR5iDL1Z/enKVAyJC0VZdYPs/2hi/4fqzPu30QB444WI2rNkWyH+/dNB+SwGxon4cTPz97XgtekjEORnwdoDZXh56R61l2R6LD4MkHS640gFJzkSkZRXVoP7P9wsn28/vx8uTolRe0makBwZhCd/li6fX1m+Fz/sKVV7SabG4kPH4sMC5NW5xuZW7CioUHs5RKSyhqYWzFyYJRvRMxN74b7Jg9VekqZck9EHN49JQGsrMGdxNoor2f+hFhYfOp9w6zp6Yd8HET37TY78WmAL8JUx46IxnU72yFVDkRIbIkdTzFmUjWZGFaiCfzN1jmFjRCQs3VmEt1cdkM/P3jAM8WGBai9Js/0fr04bgUA/C37adxSvLtur9pJMicWHzrXtfOTb1V4KEalExIf/4QNHn8dtE5Jw6dBYtZekaQOig/H4tWny+aWlu7F631G1l2Q6LD50bni8I+vjQGk1jtU0qL0cIvIwERsuxseLGPFh8TbMvTxV7SXpws9GxOOGkfEQpy6zF2VxQriHsfjQuV6BfrKLW+DRC5H5PP+/3dh4qFzGiL968wj4+fDLemf99ZqhGBgdjOLKety9OJujKjyIf0sNFTbGoxciM1m+qxhvrNgnn5+5YZiME6fOC/Tzkfkf/r7eWLWnFK87P5bkfiw+DHT0kp1XrvZSiMhDCu11+MP7jj6PX47ri8vT49Reki4NignBX6929H+I4XPrD5apvSRTYPFhABmJYW1Np63iAjsRGZqIBxcx4SIufGjvUDx4Bfs8euLGUfG4LrOPvHY7a4Hj40ruxeLDAFLjQuBn8Zb/YPLKatVeDhG52UtL92DdwTIEW33k2HhxfZR6lpkkbr/0iwpCYYXYUWL/h7ux+DAAq48Fqb1D5XN2PptOiYxMxIK/utyRTSHiwpOcDefUM0HOQk407C7fVYK3V+1Xe0mGxuLDIDJcfR+5LD6IjKq4og5zFmfJePCbxyTi6uG91V6SoaTGheKRq4bI52e+2SVvEZF7sPgwiIxEV9gYiw8iIxL9CLMXZaO0qkHGg7teJElZ08YkYsqwOPnxFn01zE9yDxYfBjE83lF8bDtsl6FDRGQsryzbg9X7j8pYcMf1UPZ5uKv/Y544zooIxOFjtbj3gy1s5HcDFh8GIYLGQv19UN/Ugl2FlWovh4gU9NO+UtlkKjxxXRr6RwWrvSRDC/H3lfNfRCP/dzuL8M8fD6q9JMNh8WHACbdZTDolMoySynp53CK++f65vBIar/aSTCGtjw1/nuK4wvzU1zs5OVxhLD4MJLMt6ZT/SIiMQFz3vOf9bFmADIoJxqPOMCzyjF+c0xdXpMeisbkVMxZsgr22Ue0lGQaLDwM2nXLGC5ExiLhvEfst4r/FNdAAP/Z5eL7/YxgSwgOQX16LP37I/g+lsPgwYNPpvpIqVNSxQveUz7IP48+fbmWjLylq3YEyPP+/XfL5r9ekYWBMiNpLMiVbgK8c2Odr8cKS7YV48bs98iYM9QyLDwOJCLbKCl0U5lvzOWTOU9viD3+2He+uycXynGK1l0MGIdKKxTVP8Rr3s8w+uHEk+zzUJPrp5l7u6P94eeke3PTmahworVZ7WbrG4sOgux88evGMnMLKtnNgZqyQkn0eIua7f1QQHrs2TW7/k7pum5CEJ69LR5CfBRsOlePyl1biXz8eYAx7N7H4MJgMZ9Mpiw/PWLP/aNszP+akhLdW7cf3u0pg9fGWeR4i9pvUJwrAaWMTsWTO+RjfPwJ1jS149L87MPXtNcg9WqP28nSHxYeBiw82Rnm2+NiSZ+d3QdQjGw+V4dlvHH0ef7l6KFJiHTObSDsSwgPx7m/Gyh0pEfgmenMmz1+J/6w+yH//XcDiw4B30y3eXvJq3hF7ndrLMTTxhUZMFnWprG/C/tIqVddE+iVivMU4d9HMKGa2TB2doPaSqAPe3l7yGu6S2edjbHI4ahubZe/X9L+vRV4Zd0E6g8WHwYjIZTH3QeAxgHvtKqrEsZpG+d1PZts1Zzb6UteJXUoR411gr5Ox3mJaLfs8tC8xIhALf3cOHr16KAJ8LTL+/rL5K/HumkPceT4LFh8GPnph2Jh7rXUeuYzsG4ZRfcPkc3Yep2BS1/3jhwMyxlvEeYtY72D2eehqF+TW8UlYMuc8jEkKR3VDM/786Tb84h/rkF/OXZCOsPgwIMase8aa/Y4jl3P6RbR9zDdz54O6SOxQPr0kRz4/NCVVHp2S/vSNCMKi28/Bw1OGyFC4H/aW4rL5q7BwXS53QdrB4sPAMesi66OJwVdu6/dYe+BoW/Hh2m3aeaQCdY3NKq+O9EJc0565YJOM7xYx3rec01ftJVEPd0F+fW4yvrrrPLkjWlXfhLkfb8Wt/1qPgmO1ai9PU1h8GFC/qGC5bSuaoPYUswHSHcTHtbymUZ7zDou3oU+vAEQGW9HU0ortBRVqL490QHw3fP+Hm2Vsd2J4IJ66fhj7PAz0Nfj9O8bhz1emyivTK3eXYPKLK/H++jzugjix+DAgcdtFvCAK7Ptw7xXbUUlh8LV4yxeNjATHx5yNvtQZ7/x0EN9sL5Kx3a9Oy0Sov6/aSyKFvw7/9rx++Gr2ebIhXdyGu/+jLbjt3+tRyJuILD6MytWDwBdC9xYf4sjFhY2+1FniSPTJrxx9Hg9ekYphzmRiMp7+UcH48P/GY+7lKfDz8ZYBcpe8uAIfbsw39S4Iiw+DYtKp+4gvGGsPOJpNxR1/FxZ81BmVdY2YuXATGppbcOmQGPxqfJLaSyIP7ILccUF/fDnrXAyPt6Gyrgn3frAZv31nA4oqzLkLwuLD4MXH7qJKVNc3qb0cw/V7iMFfoqP9xO9YXc+5ZTU4WlWv4gpJy4XrAx9vxaGjNbJP6NkbhrPPw0TEZOKPfj8e9182WF6rXppTjEtfXIlPssy3C8Liw6BiQv0RZ/OXUzG3Heb1T3fle4ht1BNHb/eLCpLPWzhVmNrx3tpcfLnlCHy8HX0etkD2eZiNj8Ubd144AP+ddS7S+9jkjae7F2/G7f9vI4orzbMLwuLDwDjh1s35HsnH+z1O3XFixgqdanuBHX/9Yod8/uNlKchMdATTkTkNjg3Bx3eOxx8uGSSbjr/dUSR3QT7LPmyKXRAWHwaW4Yz85qh3pfs9nM2m/TsuPth0SicSeQ8zF2ShoakFE1Oi8dvzktVeEmmAr8UbsyYOxOczz8WQuFA5rmH2omz8/t1NKDX40S2LDzM0nebyhVAp+0qqUFrVIO/uu64zt1t85HOqMDmIvwd/+mQrDpRWo7fNH8/dyD4POllqXCg+mzkBd08aJI/klmwvlLsg4ojOqFh8GJg4T/T2ghxWVWzSjmqlrXYeuYh+D6uP5bT/Lkagiz4Q8R2MaCokWrw+D59lF8gbD69My0RYkJ/aSyKN7oLMnjRQFiFiOKhoap+xYBNmvLfJkA3sLD4MLMjqg0ExnHDr7nyPE4nCY2jvUPnMjzntKqzEI59vl8/3XjoYI/sev5pN1J6hvW3yGOauiwfIgvXLrUfkLsjXW421C8Liw+DYdKpwv8f+0/M9TsWPOQk1DU3yO9f6phZcMCgKd5zfT+0lkU74+XjjnksH49M7J2BwTAiOVjfg9+9twqyFWSivboARsPgwODadKmdfSbVsAhP9Hq5AsfaIKGWBxYe5PfTpduwtrkJMqBUv/Hy4HDpG1BXp8TZ8PmsCZlzUXx6h/3dzAS55cSX+t70Qesfiw+Bc34VvybPLSazUfa5bLqK48Pc9vd/j1I/5joIKebuBzEdEZ3+0KV++YLw8NRMRwVa1l0Q6ZfWx4L7JKfjkzgkYGB0svwESmSBzFmXhWI1+d0FYfBjcoJhgOXlVDDXaX8oJt4rke3TQ7+HSNyIQvQJ9ZXz2ziOccGs2e4oq8dCn2+SzuL0w9ix/X4g6Q+y2imCy/7vAsQvyabZjF+S7HUXQIxYfJkjTE7dehCxeue1Rv8fZmk1dxDVK1+4Hj7vMpbahWfZ51DY249wBkbjzogFqL4kMxN/XggcuT5ER7f2jglBSWY/f/mcD/vD+ZpmUqicsPkyAfR89JzIaxD900QjmyvI4E2asmNNfPt+O3UVViAqx4sWbMuRtBSKlZSaG4cu7zsPt5/eDiIwRR3yXvrgCy3OKoRcsPkyAty+UO3LJTDhzv8epBV82Cz7T+DTrMBZvyJMvBi/dlCELECJ38fe14MErUvHh/41DcmQQiirqcdu/1+O+Dzajok77uyAsPkzA9UKYc6QSdY3Nai9H182mnT2/dxV8+0uqYa/R/hcC6pn9JVUyxVSYdfFAjB8QqfaSyCRG9g3HV3edh9+cmywL3w825mPyiyuxYncJtIzFhwmISOfIYCuaWlrlcCvqSb9H50KiwoP8ZOOpsOUwdz+MTBT0MxZkobqhWf79mD1xoNpLIpMJ8LPgoSlD8P4d4+TXnSP2Otz6z3WY+/EWVGp0F4TFhwmIBsi2HoQ8Fh9ddfBojdzS9LN4Y0QXJpG2HXex78PQHvtih7zVFBHkh5emZrLPg1QzOikcX88+D78anyR/vnBdHi6bvwo/7CmFKYqPw4cP45ZbbkFERAQCAgKQnp6ODRs2uONdUSdlJDhuvLDvo+vWOnc9MjrZ7+FyvODjx9yovthSgPfW5srtbtFgGhPqr/aSyOQC/Xzwl6uHYtHt5yAxPBCHj9Xiln+slceCYrqyYYuP8vJyTJgwAb6+vvj666+xY8cOPP/88wgL6/x3jKS8jATHx5+j3ruuq0cuLq4UVE64NaaDpdV44CNHn8edF/bH+YOi1F4SURsRCSB2QX45rq/8uSiSL5u/Ej/t08YuiI/Sf+DTTz+NhIQE/Otf/2r7teTkZKXfDXUjplfILauRExKZuNiVfo/OhYudSgyYE+OxS6sakF9ei4RwRw8I6V99UzNmLtwkv5MckxQuw8SItDhc9K/XpOGytFjc/+EW+XVo2ttrZUHyx8tS5H83zM7H559/jlGjRuHGG29EdHQ0MjMz8fbbb3f4++vr61FRUXHSGynPFuArQ2mELfns++gsUawVVtTB1+Il79Z3hTiiSY1zTLhlxoqxPPnlTmw7XIGwQF+8dHOGDPMj0qrx/SOxZM75mD42Uf78P6sP4fKXVql6E0/xfzH79+/H66+/joEDB+Kbb77B73//e9x1111455132v398+bNg81ma3sTuybk3qOXLB69dPnIRfRviI7yrmLYmPEs2XYE76w+JJ9f+HkG4mwBai+J6KyCrT544rp0vPubsejTKwAj+4bBFugLwxQfLS0tGDFiBJ588km563H77bfjd7/7Hd544412f//cuXNht9vb3vLy8pReEjmx6bTr1jqPXMYmd28+x4l9H6R/eWU1uO/DLfL5jvP74aKUaLWXRNQl5w4UuyDnyaZUNSl+4BMXF4chQ4ac9Gupqan46KOP2v39VqtVvpFnm05FL4O4gkvKzHM5287H1sN2NDa3wJfb87olJhTPXLAJlXVNGJHYC/dOHqz2koi6JcRfvR0PF8W/EoqbLrt27Trp13bv3o2+fR0dt6SewbEhcjaJGEAksivozPLKalFgd/R7jOh79nku7ekXGYQQfx/UNbZgd1Gl4mskz3l6SQ4259tl/9Qr00awkCTqAcX/9dx9991Ys2aNPHbZu3cvFixYgLfeegszZsxQ+l1RF4nCI623swGSRy9ntcYZqT4svpe8O98d3t7HJ9zyuEu/vt1RhH/8cEA+P3fjcHlmTkQaKj5Gjx6NTz75BAsXLkRaWhoee+wxzJ8/H9OnT1f6XVEPehD4Qui+fI9TDXf22rDg06f88hrc+8Fm+SzmZ1wyJEbtJRHpnlsu+U6ZMkW+kfYwdbPrzabd7fc4tdeGH3P9EX06sxZmyaPK4fE2mY1ARD3HQ0uTFh87CipkUBJ1fKtBxBKLkDBxJU2JnY89xVWaijems3vuf7uQlXtM9u28Om2EPLokop7jvySTEVn/IhipobkFOUfYAHm2I5dh8bZu93u4RIf4yx4BkbC+hVdudWN5TjHeXLFfPj97wzAm1BIpiMWHyYjrtez7OLu1B5z5Hj08cjl1x2kzpwrrwhF7Le55P1s+3zquLy5Li1N7SUSGwuLDhI6/ELL46EhP8z06OnrJzitX5M8j92lqbsFdC7NQXtOItD6hePDKVLWXRGQ4LD5MiDsfZ7/dIAYwWby9MKqH/R4ubDrVjxe/2431B8tlHPWrN4+A1afrsfpEdGYsPkwow5k7sb+0WtXBQlq/5ZLex6bY1EfxHbQoZooq6lFor1PkzyTlrdxdgr99v08+P3V9OpIiHcMYiUhZLD5MKCzID30jHM1znDni/iMXQTStDooJkc88etGmooo63L04WzYGTxubiCnDequ9JCLDYvFhUuz7OHuy6dgehot1PNiPTada09zSitmLsnC0ugEpsSF4eMrJ86mISFksPkyKkd/tE9keYqaLkv0epwe8cedDa15eugdr9pch0M+C16aPgL8v+zyI3InFh0llJB4vPsT0VnJY6zxySetjU3zyo6vRd2u+XX6nTdrw095SvLxsj3x+8rp09I8KVntJRIbH4sOkhsSFymmtYptZ3OygUyLVk5U9chEGRofI76yrG5qxt7hK8T+fuq6ksh6znX0eN41KwLWZfdReEpEpsPgwKbGtnBrnmHDLo5fT+z2UbDZ1EUc54gaNwF4b9YndJ9FgKgqQwTEh+MvVQ9VeEpFpsPgwMTadnp5qeehoDby9gFFJyvZ7nHrclcWPuer+tnwvfthbigBfC16dlokAP/Z5EHkKiw8TY9Np+0cu7uj3ODVjhQWf+tepRZiY8NdrhmKg8xo0EXkGiw8Tc30Xvq3ALkeHm5078j06+pjvKqpEbQOnCqvhaFW9vFYren5/NqIPbhyVoPaSiEyHxYeJJUcEyVHhdY0t2FXICbdtw+Tc0GzqEhvqj+gQq+w3EEUfeVZLSyvueX+zTJrtHxWEx65JU3tJRKbE4sPEvL29jvd9mDzpVESeHyitdvZ7hLt1qnBb3keuuT/manhz5X6s2F0Cq4+3zPNQKj6fiLqGxYfJtfV9mPyFcK3zlsvQ3jbYAtzT73FaxorJCz5P23CwDM/9b5d8fvTqoUiJddz2IiLPY/Fhctz5cBDplu4+cjm16dTsBZ8nlVc3YNbCLHncdU1Gb9w0mn0eRGpi8WFyrtTNPcVVqKwz74TbtR5oNnVJj7fBy8sR5S4yJsi9RILvvR9sxhF7HZIjg/DEdeny+IuI1MPiw+SiQqzo0ytAJjxuPWzOBsjiijrsL62WBcFoD+x8iGu8A5wR3rxy635/X3UAS3OK4efjLfM8gtnnQaQ6Fh90wsAzc74QrnHechGR8+7u93Ax+8fcUzblluPpJTny+aEpQ2RPDxGpj8UHmT7p1BP5Hh0dd5m918ad7DWNmLUgC00trbgyPQ63jE1Ue0lE5MTig9peCM36Xbir38MTzabt7XyI7AlSvs/jvg83y76axPBAzLuefR5EWsLig5DWJ1QOPRPBSyLvwkyKK+uwr8TR7zHGg8XH4NgQmTVRWdeEA0erPfZ+zeLfPx3E/3YUwc/ijdemjUCom+Lyiah7WHwQAv18MMg52yI7rxxmnOeSGhuKXoF+Hnu/vhbvtgm3vHKrrK35djz51U75/OAVKfJ2ERFpC4sPOukYwGzTVl3hYmP7eW7Xw4V9H+7x0tLdaGxuxeShMbh1fJLayyGidrD4ICnTpE2nrnAxTzabuvDGi/LEsL5Ve0rl85xJg9jnQaRRLD7opO/CxZa1SIE0AxHwtbe4Sj6PceM8l7MVHzuPVKCukRNulfDTvlLUN7Wgt80fKbGOo0Qi0h4WHyQNiA5GkJ8F1Q3NbS/IRrfOme8hXqTCgjzX7+ESHxaAiCA/eUSw40iFx9+/EYkwMWFiagx3PYg0jMUHSeK2i6sxzyxNp2rke5xIvDi29X3w6EWR67XLdjqKj4tTo9VeDhGdAYsPapORECZ/zM6zm6rZ9BwVmk1d2PehnO0FFSisqEOArwXjVCooiahzWHxQm4wEm2leCEur6rG7yNnvkazeC5XZ02WVtMx55HLuwEj4+1rUXg4RnQGLDzpt52N3USVqGppgln6PcBX6PVyGxzuKj4NHa+TYd+q+pTuL5I8TU3jkQqR1LD6oTazNHzGhVnnbZdthYzdAqhGp3h5boC/6RQbJZ+Z99CypdnO+47jwYhYfRJrH4oNMeQygZr7Hqcw+W0cJ3+eUyB+HxdsQHeqv9nKI6CxYfJDpXgjLqhuwq6hSPntynktH2HTac985j1y460GkDyw+yHQvhOuct1wGxQQjItiq9nJOum4rrotS14iAth/2OlJNJ6bEqL0cIuoEFh90EjHsTGQziVHkIgHUiLR05CKkxoXI6avlNY3ILatRezm6s/ZAGWoammW/kpjQTETax+KDThLi74uB0cGG7vtwhYuNVfGK7YmsPhak9g41/I6Tu2+5iCMXppoS6QOLD+rw+qcRXwjFddacwkrVJtmebbCfET/m7iSOqZY6U0155EKkHyw+6DQZicZ9IRRb9ILY3YnUQL+Hy3BnwJtRd5vcRQTFiSNCq483JgyIVHs5RNRJLD6ow50PkTvRYrAJt65IdS3tepwY8LatoAINTS1qL0d3t1zG949AgB9TTYn0gsUHnUakfvr7eqOyrgn7S6thJFprNnVJigiELcBXFh67nMdC1PlIdTHFloj0g8UHncbH4i1vvRjtGOBYjej3qNBMvkdHE27NMlVYibyWTbmOjxXzPYj0hcUHmabpVMxzETEa/aOCEB2ivRTMjHibqaYK99TynGL5+UyNC0XvXgFqL4eIuoDFB52x6dRI80a0euRyeqMvdz66cuQyKZW7HkR6w+KDzrjzsfNIhUyQNFazaYSmP+b7SqpRUdeo9nI0TfTGrNztmOfCIxci/WHxQe2KDwtAZLAfGptbseOI/ifc2msa2/5/nKOxfg8XEfWeEO44PtjCo5czWn+wDJX1TfLvqKtoIyL9YPFBHTdAuvo+cvV/9LLuoKPfo5/o99Dw1FPXlVsjHXe5gytY7KLB0fD2Zqopkd6w+KCzDpkzwgvhWo1FqndkuLPpNMsABZ9bU01zHPkeE9nvQaRLLD6oQ8evfur/hXCNs9/jHI2Fi50q84R0WU64bZ/oiTl0tEYO4zt3YJTayyGibmDxQR1yHbuIL/RiJope2WsbsaPA2e+h0WZTl6G9bfDx9kJpVT0K7HVqL0eTljl3PURKbbDVR+3lEFE3sPigDtkCfdEvMkg+Z+v46GXDwTKIlPjkyCDEaLjfQ/D3tSAlLsQwvTbucHyQHI9ciPSKxQd1ru9Dx0cva/br48ilvdk6dPqtpQ2HHDkojFQn0i8WH2T4vg/XJFutN5ueWvBx5+N03+8uRnNLKwbFBCMhPFDt5RCRVouPp556Sl7bnDNnjrvfFbl550OPDZAirGvbYbsmJ9me7WO+9bAdTc2ccNtequnFKdz1INIztxYf69evx5tvvolhw4a5892QG4n+A3GroLymEbllNdCbjQfLZb9H34hAxNn0Mf+jf1SwbKSsbWzG7qIqtZejGaIQ+36XI9WUV2yJ9M1txUdVVRWmT5+Ot99+G2FhjuAk0h+rjwVDeofq9uilrd9DJ0cuggjNGubM+2Dfx3EbD5XLm0u9An0xIpFfU4j0zG3Fx4wZM3DllVdi0qRJZ/x99fX1qKioOOmNNNqDoOfio78+jlxc2PfR8ZGLSDW1MNWUSNfcckl+0aJF2LRpkzx2OZt58+bh0UcfdccyyOTFR6Xo93Dme+il2fTURl/ufBz33U5HvgcHyRHpn+I7H3l5eZg9ezbee+89+PufPVNh7ty5sNvtbW/if0/aLD62F1TIaaJ6Ia5kipsRieGB6N1LH/0eLpnOj/nuokpU1zfB7A6WVstkUxHAdv4gppoS6Z3ixcfGjRtRXFyMESNGwMfHR76tWLECL7/8snxubj55PLvVakVoaOhJb6QtollTnLOLwiOnUD/HYnrL9ziRGH4XZ/OXzbLi1ovZuY5cRieFwxbgq/ZyiEhrxcfEiROxdetWZGdnt72NGjVKNp+KZ4vFovS7JA9OuNVT2Nja/frK9zDKcZc7cJAckbEoXnyEhIQgLS3tpLegoCBERETIZ9InVw9Clk5eCKvqm9p2DPSS72HEdFmlendchSRTTYmMgQmn1KUeBL28EG509nvEhwUgPkyfSZhGSJdVwqo9pWhqaZVzhsR8HiLSP4+MhPz+++898W7IjVy5E6LpT2QtaP3c/Xi/hz6PXIT0PjaIG6VH7HUoqqjT/FA8d+EtFyLj4c4HdUpEsFXeGhG25mu/AdIIxUeQ1QeDYkJMvfshdq+Op5ryyIXIKFh8UDeOARxTRbVKXE11FUhjk/XZ7+Fi9qZT8XetrLoBIf4+GJXEVFMio2DxQd14IbRrvt9D9Aj06RWg+8mnbWFjJi0+lu50XLG9YFAUfC38ckVkFPzXTJ2WkWBr+y5cyxNujXDkcmrBtyXfLo8gzJrvMYlHLkSGwuKDOm1ob5tMmCytqkeBvQ5atfZAma6v2J5oYHQwAnwt8urw/hJzTbjNL69BTmGlbLoVOx9EZBwsPqjT/H0tSIkL0fTAs5qGprYjinEG2PnwsXgj3XnTSC8ZK0rveozsG4awID+1l0NECmLxQd3s+9Bm0+mmQ8dkv0dvm7/M+DACs4aNufo9eMuFyHhYfFCXHI9Zt2u+30PEwhuBGW+8iBtLq/c5PpcTme9BZDgsPqhLMhMdL4QiurypWXsTbo3UbHrqjRfR/1DXePJgRqP6YW8pGppbkBAegAHRwWovh4gUxuKDuqRfZDBCrD6obWzG7iJtNUDWNjRjc/4xwzSbuogjpKgQq7ztss0kE26XuY5cUmIMs4NFRMex+KAu8fb2wrATrtxqyabccjQ2t8pR9K40VqNNFdbax9wdWlpasdTZbMoptkTGxOKDetD3cUyTRy4i1dRo3y27jrvMUHyIIz1xnTvIz4KxycY5PiOi41h8kGEaIF1j143U73Fawec8VjIy167H+YOi4OfDL1FERsR/2dTt4mN3caUMv9IC0YjpKoaMWHyIoy6xmZNXVoujVfUwsqWcYktkeCw+qMuiQ/1lE6RIWNfKhFvR7yFuR8SEWtE3wjj9Hi6h/r7oHxVs+N2PQnsdthdUyELrIhYfRIbF4oO6JcPZg6CVF8I1Jxy5GK3fw6Wt6VSj6bJKppqK3bXIYKvayyEiN2HxQYZ4ITRivkdHBV+2Rnab3HnkwmAxImNj8UE9i/zWwM7Hif0e4qaLUWWccMtIy1OFe5LTIsLFBEaqExkbiw/qlrQ+Njlt9Ii9DkUV6k64zco9hoamFkSHWJEcGQSjEkP9xO0Pe20jDpRWw2hW7y9FfVOL7CdKiXUMMCQiY2LxQd0SZPXBoJgQTVy5XXvAme9h4H4PwdfijbTeoZrZcVLad85U04tTow39eSQiFh9kgLyP4/0exj1ycclICNNUr41SxDFSW6Q6j1yIDI/FB+l61Lvo99jkfCE2crOpy3BXtL3Bmk53HKlAYUUdAnwtGGeCzyOR2bH4oB5PW92Sb5dDz9QgCh/R7yGuZfYzcL+HS6Zz52NnQQXqm4wz4Xapc9djwoBI+Pta1F4OEbkZiw/qNtHzEehnkSmn+0qqVM73MN48l/aIEfPhQX4yUG3nkUoYLVJ9EgfJEZkCiw/qNou3l7z1ombfhxnyPU6fcOv8mOeWwwhKKuvbju6YakpkDiw+qEcyVWw6FccOIlbdLM2mpx53bTZI38dy565Heh8bYkL91V4OEXkAiw9S5oVQheJjc55d5kJEBvu1zT0xA63cMlLK0hxnqimPXIhMg8UHKfJCmFNYKRMqPWmt88hlbLKx8z06irYXQWPHahqgZ2L3atUeZ6ppCq/YEpkFiw/qkTibP6JCrPK2y/YCzx4DrHGGi5npyEUIC/JDknNyr96PXkTDcE1Ds0ynHeoMUCMi42PxQT0idhzUOAYQ12s3Hio3VbOp1jJWlLDMNUguNRreIq+fiEyBxQf1mBrFx5b8Y6hrbEFEkB8GRJun3+PUXhs9932IVFPXFduLeeRCZCosPkiXxYfriu1Yk+R7nGnnQ68TbncXVSG/vFYOy5swwHy7V0RmxuKDeiw93gbx+i9eSEqr6j0aLiaaTc0oNS4UvhYvHK1ukB93Pd9ymdA/AoF+Pmovh4g8iMUH9Viov2/bVVdP9CCYvd9DEBHkQ+IcDZpZOj16cQ2Su5iD5IhMh8UH6a4BcuvhY6htbJYx4wNN2O+hhYyVniqrbmgLiLuYqaZEpsPigxR9IfTEd+GuI5cxSeGmviGh57Cx73cVQ8wiFMdHfXoFqL0cIvIwFh+kaMy6Jxogj89zMVe+R0cF37bDdjQ2t0BPXLdcJnLXg8iUWHyQIgbHhsDq442KuiaZvOku4kW2rd+jvzn7PVySI4IQ6u8jI+Z3Fepnwq3o2Vm5q0Q+X8xIdSJTYvFBivC1eHtkwu3Ww3aZiNkr0BeDokNgZuLISY95HxsOlqGyvklmtGQ4o+KJyFxYfJDiM0fc2QDZlu+RbO5+Dz33fXznvOVyUQpTTYnMisUHKSYj0f0vhGtNnu+hRsGnfKqpM1Kd/R5EpsXigxTj2kLfcaRCTit1R7+H2LI3c77HqVzHLntLqlBZ1wit219ajUNHa2RA2nmDotReDhGphMUHKSYhPEBmbzQ2t2JHQYXif7641VHd0AxbgC9SYs3d7+EiJgqLq6rigtFWHUy4XeocJCeKx2ArU02JzIrFBylGzFgZHm9z2zHA2gPOfA/2e7R73KWHpNOlrlRTHrkQmRqLD1JURkKY2/o+jud78MilveMurfd92GsascF5TXoip9gSmRqLD1LU8ATnzofCRwBNzS1Y79z5MHu42JkafbU84fb73cVobmmVkfiJEYFqL4eIVMTig9xy9VMEjR2raVDsz91eUCH7PUSoVkqsY6AaOaT1tsHi7YXiynoUVtRBq5Y5U00ZLEZELD5IUb0C/ZAcGaT47ofryGVMcoR8oaXjAvwsGBzjaMDNztXm0YvYufremWo6iVNsiUyPxQcpztV0quQLoavZlEcuZzl6yddm8SEi8e21jTKZ1jUHiIjMi8UHue3oZbNCL4Qn93uw2fRMTada3flwHblcOCgKPhZ+2SEyO34VIMWdOG9EiQZIEVomZoGE+PvIEezU8c6HmH0jmjo1O8WWRy5ExOKD3GFI71CZYFlW3YD88lrFItXHJIWz36MD/aOCEeRnkUP39hRra8LtoaPV2FtcBR9vL5zPVFMiYvFB7mD1sWCIc4dCieAr5nucnSjKhmn06MUVLDY6KVym0xIRsfgg9/Z99LD4EEcI69jv0aXjLqV6bZTu95jIK7ZE5MTig9ze99ETO139HlYfeZxDZy/4sjS08yGG3a094Ni5YqQ6Ebmw+CC3vhCKYXBiGm1Pj1xGJ7Pfo7Mf891FlahpaIIWrNpTKgcN9osMQr+oYLWXQ0RGLT7mzZuH0aNHIyQkBNHR0bj22muxa9cupd8NaVxSRJBMI61vasGuwu43QK5xNpuOTWa+x9nE2vwRG+qPFg1NuOUgOSLySPGxYsUKzJgxA2vWrMG3336LxsZGXHrppaiurlb6XZGGiamzrqOX7jadOvo92Gzavdk66h+9iM/f8l2MVCciDxQfS5Yswa9+9SsMHToUw4cPx7///W/k5uZi48aNSr8rMnjTqej3qKhrQrDVB0PZ76H6VOGuEmsQ161FPou46UJE5OIDN7PbHdu/4eHtf/Gpr6+Xby4VFRXuXhJ5uPjo7guhK1J9VFIYUzG7uvORp/6xy7KcIvnjBYOi4MvPHxGdwK1fEVpaWjBnzhxMmDABaWlpHfaI2Gy2treEhAR3Lok8yHXssq+kChV1jV3+3zPfo+tE1oeXF3D4WC2KK+s00e/BK7ZE5NHiQ/R+bNu2DYsWLerw98ydO1fujrje8vLy3Lkk8qDIYCviwwLQ2o0GyJYT8j3YbNp54ohqUHSI6rsf+eU1yCmshLigdOEgFh9E5KHiY+bMmfjiiy+wfPlyxMfHd/j7rFYrQkNDT3oj4+hu3od44RJTUEVkeFofx1ECde3oJTuvXLU1LHcGi43sG4awID/V1kFEJik+xCAxUXh88sknWLZsGZKTk5V+F6Qjmd0sPlxHLqOSwtkv0M2mUzV3Pr5ru2LLQXJE5IGGU3HUsmDBAnz22Wcy66OwsFD+uujnCAgIUPrdkY6aTkVh6iUaEjrBlYo5th+PXLrfdHpMHl+Ja8+eVF3fhNX7HJ+/Sez3IKJ2KP4t5euvvy57Ny688ELExcW1vS1evFjpd0U6MLS3TSaTllTW44i9cw2Q4gXTddOFzaZdNzgmBP6+3jKWfn9plcff/497S9HQ3IKE8AAMiGaqKRF56NilvTeR/UHmE+BnQUqsqwGyc0cvu4oqcaymEYF+FqSz36PLxLVk18ctW4Wjl7ZbLikxnd7pIiJz4WE6aa7pdK2z30M0K7Lfo6fHXZ5tOhW7Vsucqaa8YktEHeFXdtJc2JhrnguPXHpe8Hm66XRbgV0esYlbSmN4RZqIOsDigzxWfGw9bJfzPs6a73HQVXzwxaunH3MRUV/X2OzxWy7nDYyC1cfisfdLRPrC4oPcrn9UsAy/qmloluPez2RPcZWcBxLgK/o9HC+g1HV9egUgMtgPTS2t2F5Q4fFIdR65ENGZsPggtxO3XVwNkGdrOj2e7xEGPx/+9ewu0ejZ09k6XVVor8O2wxUy3v3CwSw+iKhj/OpOHpGR2LkXwrZ8D/YL9Njw+J5NFe6qZc5UU/F+o0KsHnmfRKRPLD7Ioy+EZyo+xJVsNpt6vuBT+siFwWJEdDYsPsgjMp0vhKLnQyRgnqnfQwRkiems1DOuj2FuWY38uLqTaGr9YW+pfGakOhGdDYsP8oiYUH/EhvpDXHbZdth+1nwP9nv0nC3AF/2igjxy9PLTvlLUNbagt80fqXGOUDkioo7wKzx5zNkaINuOXJJ55KKUjE4cdymZanpxajRTTYnorFh8kOeDr/KPtdvvcXyYHIsPPfV9iM+dq9lURKoTEZ0Niw/y/M5H7ukvhPtKqlBa1QCrj3fbVFZS7mMuCj5RJLjDjiMVcmig6NUZ15+FIxGdHYsP8pj0eJvMgCiw16G44uQJt6udRy6i34PJmMpJiQ2V/TNiUN+hozVueR/LnEcu5w6Igr8vP3dEdHYsPshjRMrpoOiQdo8BXM2mY9nvoShReAztHdrhcZcSvnMdufCKLRF1EosPUu0YoP18D4aLuStjJaud466eEkPkXDdpLk5h8UFEncPig1RpOj1x52NfSTVKq+rld+mu/07KZ6y4o+l0+S7HroeIzxfXqYmIOoPFB6my87Elzy4n2AquWy4jEnuxZ8CNOx87CirQ0NSi6J+9dKcj1ZS7HkTUFSw+yKMGxQTLibWV9U3YX1olf42R6u7VNyIQvQJ90dDcgp1HlJtwW9/UjFV7HKmm7Pcgoq5g8UEe5WPxbptwm51nd+R7sNnUrUToV9uQOQWbTtfuL0NNQzOiQ6xI683r0UTUeSw+yONcOR7ZeeU4UFqN4kpHv4erN4E8m7GixJGLtzdTTYmo81h8kMdlJIS1NUC6jlwyE9jv4ZHiQ6GdD7FjtdR5xZb9HkTUVSw+SLWdj5wjlVix2/ECxkh193LdItpfUg17TWOP/zwxgTi/vFbuWJ07MFKBFRKRmbD4II/r0ysAkcFWNLW04tsdjq175nu4V3iQHxLDA+XzlsM93/34znnkMr5/BAL9fHr85xGRubD4IFUaIDOcux/itq2fxRsjEh1HMaSPvg9XpPrEVA6SI6KuY/FBqr4Qup7Z76HuVOGuKKtuwKbccvnMfg8i6g4WH6SKE5NMeeTi4Z2PvJ5NuP1+V7HcsUqJDZFHaEREXcXig1QxzJk7IbDZ1DPEgDkfby+UVjXg8LHabv85rlsuk3jkQkTdxOKDVGEL8MVvzk3GJUNiMDqJOx+eII62UuNCezTnpbG5BSt3lcjni5lqSkTdxDZ1Us1DU4aovQRTHr1sPWyXk2inDOvd5f/9+gNlMho/IsivLTWViKiruPNBZPKpwt05crkoJRoWppoSUTex+CAyYdOp2P0QRyhdtcxZfEzkLRci6gEWH0Qm0i8yCCH+PqhrbMHuosou/W/3lVTJWTy+Fi+mmhJRj7D4IDIRMQDO1avR1aMXV7DYOf0iEOLv65b1EZE5sPggMulsHdF02hVLc45PsSUi6gkWH0QmnircWWIY3fqDjlTTiSnM9yCinmHxQWTSnQ8xmbaqvqlT/5sVe0rQ3NKKgdHBSIxwDKgjIuouFh9EJhMd4i9j0UXC+pZOznlZ5pxiy2AxIlICiw8iU/d92M/6e5uaW7DcmWrKIxciUgKLDyJTD5lz9HGcyabcY7DXNqJXoC9GJDLVlIh6jsUHkQm5rtt2ZufDdcvlwkFR8LHwSwYR9Ry/khCZUHq8DSIdvbCiDoX2ujP+3qXOfI+LOcWWiBTC4oPIhAL9fDAoJuSsV24PHa3G3uIqOcflgkFRHlwhERkZiw8ik8p09m+cqfhwzXIZnRQGWwBTTYlIGSw+iEzedHqmpFPXkQtvuRCRklh8EJnUcGfxIbI+RIDYqSrrGrH2wFH5PJH5HkSkIBYfRCY1MDoEgX4WVDc0y4m1p1q1pxSNza1IjgxCv6hgVdZIRMbE4oPIpEQTaXofR9hYdu6xjm+5cJAcESmMxQeRiWU4m06zTun7EMcw3+9y9nvwyIWIFMbig8jEMtrCxk4uPsQNmKPVDQix+mB0UrhKqyMio2LxQWRirp2PXUWVqG1obvv1Zc5U0/MHR8GXqaZEpDB+VSEysdhQf0SHWOUxy7YC+2n9HpN45EJEbsDig8jEvLy8jg+Zczad5pfXIKewUsavXzCIxQcRKY/FB5HJufI+svMdxcdyZ6rpiMQwhAf5qbo2IjImFh9EJpd5ys7HUmfxMZGD5IjITVh8EJmcmHDr5QUcPlaL3KM1+GkfU02JyL1YfBCZXIi/LwY4E0xfW74XDU0tiA8LwMBoppoSkc6Kj9deew1JSUnw9/fH2LFjsW7dOne9KyJSqO/jw0358sdJqTGyGZWISDfFx+LFi3HPPffgkUcewaZNmzB8+HBMnjwZxcWOs2Qi0hbXjRfXgDlGqhOR7oqPF154Ab/73e9w2223YciQIXjjjTcQGBiIf/7zn+54d0SkUPEhBPlZMLYfU02JSEfFR0NDAzZu3IhJkyYdfyfe3vLnq1evPu3319fXo6Ki4qQ3IvKswbEhsPo4vhycNzAKVh+L2ksiIgNTvPgoLS1Fc3MzYmJOvqYnfl5YWHja7583bx5sNlvbW0JCgtJLIqKzEBHqItdDuGQIr9gSkcFvu8ydOxd2u73tLS8vT+0lEZnSU9en45kbhuG6zD5qL4WIDM5H6T8wMjISFosFRUWOwVQu4uexsbGn/X6r1SrfiEhdfSOC5BsRke52Pvz8/DBy5EgsXbq07ddaWlrkz8eNG6f0uyMiIiKz73wI4prtrbfeilGjRmHMmDGYP38+qqur5e0XIiIiMje3FB833XQTSkpK8PDDD8sm04yMDCxZsuS0JlQiIiIyH6/W1lZHqpBGiKu24taLaD4NDQ1VezlERESk8Ou36rddiIiIyFxYfBAREZFHsfggIiIij2LxQURERB7F4oOIiIg8isUHEREReRSLDyIiIvIoFh9ERETkUSw+iIiISP/x6j3hClwVSWlERESkD67X7c4Ep2uu+KisrJQ/JiQkqL0UIiIi6sbruIhZ19Vsl5aWFhQUFCAkJAReXl6KV2WiqMnLy+PcGA3g50Nb+PnQFn4+tIefkzMT5YQoPHr37g1vb2997XyIBcfHx7v1fYi/NPyLox38fGgLPx/aws+H9vBz0rGz7Xi4sOGUiIiIPIrFBxEREXmUqYoPq9WKRx55RP5I6uPnQ1v4+dAWfj60h58T5Wiu4ZSIiIiMzVQ7H0RERKQ+Fh9ERETkUSw+iIiIyKNYfBAREZFHmab4eO2115CUlAR/f3+MHTsW69atU3tJpjVv3jyMHj1apthGR0fj2muvxa5du9ReFjk99dRTMl14zpw5ai/FtA4fPoxbbrkFERERCAgIQHp6OjZs2KD2skypubkZDz30EJKTk+Xnon///njsscc6Nb+ETF58LF68GPfcc4+8IrVp0yYMHz4ckydPRnFxsdpLM6UVK1ZgxowZWLNmDb799ls0Njbi0ksvRXV1tdpLM73169fjzTffxLBhw9ReimmVl5djwoQJ8PX1xddff40dO3bg+eefR1hYmNpLM6Wnn34ar7/+Ol599VXs3LlT/vyZZ57BK6+8ovbSdM0UV23FTof4Tlv85XHNjxH5/LNmzcIDDzyg9vJMr6SkRO6AiKLk/PPPV3s5plVVVYURI0bgb3/7Gx5//HFkZGRg/vz5ai/LdMTXpB9//BGrVq1SeykEYMqUKYiJicE//vGPtl+7/vrr5S7Iu+++q+ra9MzwOx8NDQ3YuHEjJk2adNL8GPHz1atXq7o2crDb7fLH8PBwtZdiamI36sorrzzp3wp53ueff45Ro0bhxhtvlEV5ZmYm3n77bbWXZVrjx4/H0qVLsXv3bvnzzZs344cffsDll1+u9tJ0TXOD5ZRWWloqz+xE5Xoi8fOcnBzV1kVo24USvQVimzktLU3t5ZjWokWL5JGkOHYhde3fv19u84uj4gcffFB+Tu666y74+fnh1ltvVXt5ptyJEtNsU1JSYLFY5OvJE088genTp6u9NF0zfPFB2v9ue9u2bfI7CVKHGA8+e/Zs2X8jGrJJ/YJc7Hw8+eST8udi50P8G3njjTdYfKjg/fffx3vvvYcFCxZg6NChyM7Olt8wibHx/Hx0n+GLj8jISFmtFhUVnfTr4uexsbGqrYuAmTNn4osvvsDKlSsRHx+v9nJMSxxLiuZr0e/hIr67E58X0SdVX18v/w2RZ8TFxWHIkCEn/Vpqaio++ugj1dZkZvfdd5/c/Zg6dar8ubh5dOjQIXlrj8VH9xm+50NsVY4cOVKe2Z34nYX4+bhx41Rdm1mJHmdReHzyySdYtmyZvMJG6pk4cSK2bt0qv6NzvYnvvMW2snhm4eFZ4gjy1Kvnot+gb9++qq3JzGpqamSf4InEvwnxOkLdZ/idD0GcnYoKVXxBHTNmjOzgF9c6b7vtNrWXZtqjFrGF+dlnn8msj8LCQvnrNptNdpCTZ4nPwan9NkFBQTJjgn04nnf33XfLJkdx7PLzn/9cZhK99dZb8o0876qrrpI9HomJifLYJSsrCy+88AJ+/etfq700fWs1iVdeeaU1MTGx1c/Pr3XMmDGta9asUXtJpiX+2rX39q9//UvtpZHTBRdc0Dp79my1l2Fa//3vf1vT0tJarVZra0pKSutbb72l9pJMq6KiQv5bEK8f/v7+rf369Wv905/+1FpfX6/20nTNFDkfREREpB2G7/kgIiIibWHxQURERB7F4oOIiIg8isUHEREReRSLDyIiIvIoFh9ERETkUSw+iIiIyKNYfBAREZFHsfggIiIij2LxQURERB7F4oOIiIg8isUHERERwZP+Px8pxcPHPK00AAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 1.1设置折线图颜色/透明度/线宽/线性",
   "id": "34d1e64cdc294b70"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T11:32:17.547066Z",
     "start_time": "2025-01-06T11:32:17.511282Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#color:颜色，alpha:透明度，linewidth:线宽，linestyle:线性\n",
    "plt.plot(x, y, color='r', alpha=0.5, linewidth=2, linestyle='--')\n",
    "# 显示图形\n",
    "plt.show()"
   ],
   "id": "f5b533149b2a0038",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 14
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 1.2设置折线图标签marker：折点形状",
   "id": "61a1e34cf1667a5f"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T11:33:40.716415Z",
     "start_time": "2025-01-06T11:33:40.672819Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#marker：折点形状\n",
    "plt.plot(x, y, marker='v')"
   ],
   "id": "e62a33754f6ce08a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x22fa7d4a630>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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jBZNOAXQYfDz66KN0yy23UGZmJvn7+9OsWbNo3bp1dNttt/X79Rs2bKCwsDDXLSVlZIOEADzdbVHsrA3gegEl8ZbBtc6ZH1sOlhgi63HXYs9mPXplPhB8AOgv+Hj99dfplVdeoc2bN1N2djb94x//oN///vfiY3/Wr19PDQ0NrltxcbGnlwQwbMV1reJY+0CziWJDLEovx7X18vGJCmpo7SQ9eutQCRXVtlJUkJm+dZlnsx5sUrwj+OB6koY2ff4ZAhg2+PjpT3/qyn5MmzaNvv3tb9NDDz0kMhz9sVgsFBoa2usGoJY2W95y4QmZSpuSGEqZ8SHUYe+mbV+Vkt509cl6BJr9vHJgX1J4gLiPrRcAnQUfra2t5Ovb+9uaTCbq7tZ3oRzoi1rqPSQcAEmHzemx6+Wtw6VUWNMqalu+Pd/zWQ8JTrgF0Gnwcc0119CvfvUr+s9//kMFBQW0detWeuqpp+j666/39EsBeE1edbMiB8oN5tqZSWTy9aHDxfW6OiBNZD12nBb377zcO1mPCyadouMFQF/BB8/z4PbaH/3oRzRp0iT6yU9+QnfffbcYNAaguQPlFG6zdcfTPpdOiHFNANWLbUdKqaCmlSIC/ek7Xsx6MBwwB6DT4CMkJISefvppKiwspLa2Njp79iw98cQTZDabPf1SAF7fdkmPVrbTZaDD5ngQFxfE6iPr4aj1uHNxOgVZvJf1kGpn2OmKZtFdAwDKwNkuAH0027qosskm7qeqaNuFrZgUS2EB/lTRaKPPzlST1r3zVakYYx8ush6pXn+95IgACrH4icLds84hcgAgPwQfAH0UOLMePOiKf9GricXPRGtmJOpi64UzNxulrMfl6RTs5ayHVLiLug8A5SH4AOhDuiJWS6dLX1LXywfHyqmxXbvzKt7lrEdViwjwvF3r4Q5j1gGUh+ADQOVttn1NTw4Th6TZurrpva/KSKtZj2ezpA6XNAqxypdhco1ZN8gpwQBqhOADYMDgQ13FphL3mR9vaHTmx3+OltFZZ9bj9gXer/Vw577t0tOj/aJdAC1C8AEwUKeLitps+7p+VhL5+hAdKKxz1ahoMevx/UXyZj1YRlywmJdS19pJ5Y3tsr42ADgg+ABww1fC0mh1NQ0Y6ysu1EqXZ2hz5sd7R8vEkLRQqx99d6G8WQ9m9TfReOdhgZh0CqAMBB8AbqqbO6jJ1kV8nMuYqEBSs/MzP0qoWyMzP3idG53TTL+/KJ1CZc56SFB0CqAsBB8AbvKcnS48D4LbWtVs1eQ4CrH6UUl9G+3LryEteP9YOZ2qaBbrViLrIZmUECI+YtIpgDIQfABoqNi07/bB1dMTNVN4ylmPZ7JOifvfW5im6AyVyQlh4iMyHwDKQPAB0O9YdfXWe7i78ZIk18yPFlsXqdkHx51ZD4ufCD6UJGU+CmtbxURbAJAXgg8ANzzqW+2dLu5mj4kQ80haO+yikFPNWQ+pw+WOhakUFqjs5NioYAvFhVqIO21zMe8DQHYIPgA0NGCsv5kfa2cnqb7r5aMT5ZRT3uTIeixSNutxwQm32HoBkB2CDwC3+ROFNdoKPtj1s5NFd86+vFoqrm0lNWY9nt7uyHpwkWl4oDpOuHZ1vJQ1Kb0UAMNB8AHgdK6ulTrtPWT286XEsADSiqTwAFowLsrVdqs2H52oEFkPPjiOh4qphavoFB0vALJD8AHQp94jLSqIfHl8qIasnZ3s2npR08hwXotU63H7grGqyXq4F53mlDVSl71b6eUAGAqCDwAn12RTjRSbuvv61HgKMpuoqLaVviyoI7X4+ESFyCzw2n6wKJ3UZGxUEAWaTeKAvgLndhsAyAPBB4BGi03dBZr96MppCeL+FpXM/OCsxzOurEcqRQSpJ+vB+HyXzHhp2BjqPgDkhOADQAfBB5NOuuUTY9s67Eovh7afrKTjpY0iu/CDy9WV9ejvhFsAkA+CDwANnWY7mEtTIyklMkAMzfrweLkKsh6OaabfmZ9KkSrLelzY8YLgA0BOCD4AiESmgM9I0cpo9f5wkaxUeKr0uPUdOZV0rMSR9bjzcvV0uAw06wOn2wLIy0/m1wNQJangkM8biVB4+uZocPDBMzU+O1tNpfVtlBgeoEjWQ5rr8e35Y8U0UbXKjA8lbmyqarJRZVM7xYZYlV4SgFfw+0FtS8eAn48KNlOCjCMGEHwA9Nly4amhWpUSGUhz0yJpf34tbT1UQvcuGy/7Gj7JraSjJQ0U4G+iu1Ra6yEJMJsoNTqI8qpa6GRZE4IP0CVbl53WbNpD1c0DBx8xwRba8+gy2U7zxrYLgA6KTfsrPOWuF7lnfohaD41kPSQYsw56Zzb5iizoQNdV/HxCuFV8nVwQfADwgDFpxocOgg9uueWsAw9NO1RcL+tr7zxVRUfONZDV35fuWqzurEffolPUfYBe+fj40I9XTRQHKfaHn+fPy5n1RfABIDIfzZouNnXHY8yvmBove+Fpr1qPy8ZStAayHr3abRF8gI4tzoim6clhosbJHT/m5/nzckLwAeA+Wl0HmQ+21rn18s6RUmrvlGfmxy7OehTXO7Me40grpjiDj7yqZtn+rACUyn5098l+dCuQ9WAIPsDw6lo6qL61U9xPjQ4kPZifHkWJYVZqau8SI87lnGZ627yxFBOijawH47VGB5vFm3BuOSadgn7NHhNOJh/lsx7itWV/RQCVZj34lzWPKdcDnvlxg9thc9726elqOlRUTxY/X7p7iTZqPSR8xYetFzCC/7evkOw9ymc9GIIPMDxXp4tGJ5sO5IbZSeLj7lNVVNnYLlvWQ4vtquh4Ab1rsXXRS7vzxP2UCMc8D6WyHgzBBxje+WJTfQUf6THBdMnYCHF1wzM/vGXPmWo6WFgnsh4/1FjWQ4Ix66B3/9xbSHWtnZQaFUhPXDeVxscG0yOrMxWba4TgAwzv/IwP7Xe69LXWbevFGzM/3Od63Dp3DMWGai/r4Z75yClrpO6+FXkAesh6fOrIety3PIOWTIyl7Q8voUUKZT0Ygg8wPD3N+OjrqukJIiNxqqJZTB31tM/P1tCBwjoy+/nSPUu10+HSF2e9+M+ppcNORbWtSi8HwKNe3lcoRquPjQqk62Ymkhog+ABD46tcPU037YvPqlk1Jd418dRbWY9vzh1DcRrNejA/ky9NjA8R97H1AnrS2tFFLzprPe5bNl78XVcDdawCQCFlje1k6+omf5MPJTuLsPRGGrf+9pFSccaDp+w9W0P7C2rFSOYfLtFu1kOCE25Br1mPmpYOGhMZSNfPchShqwGCDzC0fOeWC//DVMsVgactGh9NcaEWMcvkk5xKj33fp50dLrfMTaH4MO1mPS4oOkXHC+hEW4ddlVkPpp6VAChAT2PVB2Ly9aHrnFc8bxws8VzWI9+R9dByrYc7zPoAvXnli0Jxkm1KZABd72y9VwsEH2BoZ6ViU53N+OjrRmfXy87cSqputo36+z2TdUp8/MalKZQQpo/tqkxnzUdZQ7uYegug9azHC7vOZz38VZT1YOpaDYDM9Fxs6i4jLoRmJIdRV3cPvX24dFTfa19eDe3LqxV1MnrJerAQq7/oBmCo+wB9ZD1sopZNmnasJgg+wNCMEny4F56O9qRbqcPl5jkplBiuj6zHBZNOEXyAhrV32unPzlqPe1WY9WDqWxGATLjz41xdqyG2Xdg1MxJFjQZf1R8vHdnMD67z2JtXI7IeP1o2nvTGVfeBolPQsM1fFFFVk42SwgNcgwbVBsEHGFZxbasYPR5s8aOYYO2cwjpS4YFmWjk5VtzfMsLCU6nW46Y5KeKNTW+Q+QA9ZD1e2HXWlfXgAYBqpM5VAcg42ZS3XJQ630Bu0lXQ24dLqNPePaz/9suCWvrsjDProaNaj/7abc9UNnt0JgqAXP61v4gqnVkPaatVjRB8gGHlGajeQ7J4QgxFB5vF0KFduVUjqvXgN7TkCEdhpt4khFnFVFguzD1d4WjDBtBi1uOepeNUm/Vg6l0ZgEwDxowUfHDh2XUzk4ZdeHqwsFacXuvny1kP/dV6SDgDhq0X0KrXviymikabCKJvmqPerAdD8AFk9E4XIxSbulvrTMVm5VQMeZ7F025Zj5RIfWY9+m69oN0WtMTWZafndzqyHlwMbvEzkZoh+AAy+rZLuo6nmw7U0TElMZQ67T207cjFZ34cLKyjT087sh5cwKZ3rswHOl5AQ17/spjKG9tF1uNmlWc9GIIPMKTG9k7XpM/UaH1fyQ9WeLol++JbL884z3C5YXaS7rMefces88m9AFrIevxp5/laD7VnPRiCDzCkAmfWIybEIiZbGs21MxNFJuOrcw10qqJpwK87VFRHu09VifNh7luWQUYwPjZYdPQ0tXdRSX2b0ssBuKjXD5wTxwLwAZI8/E8LEHwAGb3N1oiigi20LFOa+XHu4lmPWUk0xjl6XO+4QyAj1nHOC7ZeQBO1Hp+cEfe5GNzqr/6sB0PwAQav9zBm8MGkGQBvHiqhrn5mfhwurqeduc6sx3L913q4wwm3oBVvHDxHpc6sBx/0qBUIPsCQjHSmy0CWTYyliEB/MYb50zPVF3z+me2Oaabcmjs2ylh/TlLHCzIfoGYdXd30p08ctR4/XDJOM1kPhuADDCm/2jFAKj3GWJ0ufbcXrnXO/Oi79XKkuJ4+cWY97jdY1sO94+VkOYIPUHfWo6S+TdSu3Tp3DGkJgg8wHO5gMOKAscG2Xj46UUENrZ2u55911npwYWqqAf+MpOCjuLaNGtrO/7kAqCnr8Zyz1uMejWU9GIIPMBzeZmjpsJOvD9EYA7SODobnfUyMCxFvZO8edcz8OHqugbJyKsWfz/3LjdHh0ldYoL/r4Lwc1H2ACr2ZfT7r8c152sp6MAQfYDhnnVkPnlmh5rMP5MDteQvHR4n7/9xbQMdKGujxd4+Lx0smxJDV37h/PlLRKSadgtp02rtpkzPrcffidM1lPZhX3llKSkroW9/6FkVFRVFAQABNmzaNDhw44I2XAhg2FJueb9Fbs2kP/fWzAvE4t7yZrt64h/YX1InHXPOxZuNnhj3d1VV0iuADVJj1OFfXRtHBFrpt3ljSIj9Pf8O6ujpauHAhLVu2jN5//32KiYmh06dPU0REhKdfCmB0xaYGG6vel9nkS4nhAeKE2/4Gefr4ECWEW8XXGdHkBOesDwQfoNKsxw+XpFOAWXtZD68EH7/97W8pJSWF/va3v7meS0tL8/TLAIw+82GwA+X6O8H1x6sm0u1/3d/v5zkg4c/z1xnR5IQw8fFUebN4w+cTgQGUtvVQiSiEjg42azbrwTz+r2nbtm00Z84cuummmyg2NpZmzZpFL7300oBfb7PZqLGxsdcNwJswYOy8xRnRND05TBSXuuPH/Dx/3qiSIwIoxOJHHfZu10RcAMWzHjscWY+7Fms36+GV4CMvL4+ef/55ysjIoA8//JDuueceeuCBB+gf//hHv1+/YcMGCgsLc904awLgLTzJs6imVdw3es2He/aju8+2S7fBsx7M19fHbdJpg9LLAaC3DpVQUW0rRQWZ6VuXaTfr4ZXgo7u7m2bPnk2//vWvRdbjrrvuojvvvJNeeOGFfr9+/fr11NDQ4LoVFxd7ekkALsV1bdTV3SO6OOJDrUovR5XZD2Q9zpsk1X1g0imo4MJp0yfnsx6BZo9XTWg7+EhISKDJkyf3em7SpElUVFTU79dbLBYKDQ3tdQPwdrFpalSQuLKFC7MfyHpc2PFysmzgk38B5PD24VIqrGmlyCAzfXu+trMeXgk+uNMlNze313OnTp2isWO1/4cF2ift3Y8z8Fj1wbIfDFmPC4tOueOFJ+MCKJX12LjDMXX4zsu1n/XwSvDx0EMP0b59+8S2y5kzZ2jz5s304osv0r333uvplwIYNsz46B9nOR5ZnUnjY4PFR2Q9HDLigsX5NrUtHVTRaFN6OWBQ246UUkFNqzgI8js6yHp4Jfi49NJLaevWrfSvf/2Lpk6dSo8//jg9/fTTdNttt3n6pQCGDcHHwBZlRNP2h5eIj+DAkyPHOVuyUXQKSrB397g6XO5cnE5BFu1nPZhX/i+uvvpqcQNQ67aL0Wd8wPAOmTtV0SzqPpZnxim9HDCYd46UivEA4SLrkUp6gak5YBgtti4qb2wX9zHjA4Y9Zh0dL6BA1uNZt1qPYJ1kPRiCDzCMghpH1oP3TcMDzUovBzTi/KwPBB8gr3e/KhXZ2rAA/dR6SBB8gOHqPdLR6QIjCD44eOXsGYBsWY8sKeuRRiFWf9ITBB9gGPlSvQe2XGAY+OTQuFCLOOsmpxzzPkAe/zlaRmedWY/bF+in1kOC4AMMA50uMFLYegGlsh7fX6S/rAdD8AGGcRYHysEoOl4Yik5BDu8dLaMzlc0UavWj7y7UX9aDIfgAQ+DplPlVjtHqaLOFkY9ZR/AB3tXd3eOaZvr9RekUqsOsB0PwAYbAEyob27uIB3fyuS4AI8l85JQ3ipQ4gLe8f6xczJUJ0XHWgyH4AEPVeySGBYiplQDDMTYqiAL8TdTe2e36uwTgjazHs85aj+8tTBPFpnqF4AMMgScEsnRsucAI8PkumQkh4j62XsBbPjheTrkVTRRi8RPBh54h+ABDQKcLeKzoFMEHeDnrccfCVAoL1G/WgyH4AEPIk4pNEXzAaNtt0fECXvDRiXIxR0ZkPRbpO+vBEHyAISDzAR474wWZD/BC1uOZLMfJtVxkaoTjHxB8gO5xd0JBTau4nx6N0eowMpnxIaJbqqrJJm4AnvLRiQpRS8QHx/FQMSNA8AG6V1rfRh1d3WQ2+VJSRIDSywGNCjT7uTJnKDoFT84getZZ63H7grGGyHowBB9gmC2XsVGBomsBYKQwZh087eMTFeLvU5DZRD9YlE5GgeADdA/1HuDpjhdkPsBTWY9nXFmPVIoIMkbWgyH4AON0umDGB3iq6BQdL+AB209W0vHSRgrkrMflxsl6MAQfYJwBY8h8gIcyH2ermqm90670ckDzWY9T4v535qdSpIGyHgzBBxho2wWdLjA6sSEWigoyEx/vklvepPRyQMN25FTSsRJH1uPOy43R4eIOwQfoGl+dltS3ifsYrQ6j5ePjgxNuwaO1Ht+eP5aigi1kNH5KLwCG3i7KJ7MOJCrYTAlhaCPtq6i2lXp6SJwQyVesAJ7Yevn0dDU6XmDEPsmtpK/ONYjDCu8yWK2HBMGHBti67LRm0x6qbh44+IgJttCeR5eRxQ8ntrrLqzpf78FXrQCjhTHrMOqsx3ZjZz0Ytl00gIdjJYYHiOmK/eHnE8Kt4uugt7xqnOkCniVtu/A5HDwWG2A4dp6qoiPnGsjq70t3LTZm1oPht5UG8BX7j1dNFNsH/eHn+fO4sr9QvjPzgWJT8BTOopn9fKnZ1kXFdY6x/QDDznpcNpaiDZr1YAg+NGJxRjRNTw6jvgM6+TE/z5+HQTpdUGwKHuJn8qWJcSHiPrZeYDh2naqiw8X1zqzHODIyBB8ay370zfLyY2Q9Lh58YMYHeGPeB4pOYSQdLrfNG0sxIcbNejAEHxrC2Y04t7+wHG8g6zGwhtZOqnF2CKHmAzwJ7bYwXNwhdaionix+vnT3EuPWekgQfGgI13bY3Qo/UOsxuPwaR9YjLtRCQRY0doHnYMw6jCbrERtiJaND8KEh+wtqe7XbcswxNzVC0TVp4kwXZD3AwzLjHTUfpQ3tVN86cAs8ANtzppoOFtaJrMcPkfUQEHxoyJaD58THJRNixNHwnPnYX1Cn9LJUC2PVwVtCrP40JjJQ3EfdBwy1w+XWuWMoNhRZD4bgQyNaO7rovaNl4v79y8fTzXNSxP2skxUKr0z9B8qNQ6cLeLPoFFsvMIjPz9bQgcI60Z59z1Jjd7i4Q/ChER8cK6eWDjulRgXSJWMjaEVmrHg+62SliKxhsBkfCD7Ai5NOkfmAIWQ9vjl3DMUh6+GC4EMj3nBuuaydnSwKTBeOjxb7h3xoWm4FTtfs7x/9+W0XBB/geSg6hYvZe7ZG1Orx9OkfLkHWwx2CDw04V9dKe/NqxP3rZyeJjwFmkwhApOwH9Fbe2E5tnXZRG5Pi3JsH8EbwcbaqmTq6upVeDqjQ084Ol1vmplB8GLIe7hB8aMDW7BJRXLpgXBQlR5z/RbrcufWyIwfBx0BbLlwU6I8zb8ALEsOsFBbgT532Hjpdiewj9JP1yHdkPVDrcSG8K2tg++DNQyWuLRd3UvCRXVRHNc02Rdan9mJTbLmAt/D256QEjFmH/j2TdUp8/MalKZQQFqD0clQHwYfKcWDBtQuBZhN9fWp8r8/xSbdccc9ZkZ25VYqtUY0wVh3kMDkhTHw8WYbMB5y3L6+G9uXVkr/JB1mPASD40Eih6ZXTEvqd0rliErZe+oMD5UDWotOyBqWXAioidbjwSAS+SIQLIfhQsfZOO717pKzfLZe+Wy98WiKK3s5DpwvIwX3bBS3vwLjOgxsEOOvxo2XjlV6OaiH4ULEPj5dTk62LkiMCaF5aZL9fMyM5nKKDzdRs66IvC2plX6MacRBWVNsq7qdjuil4UUZsiPgl09jeJdreAaRaj5vmpFASsh4DQvChYluyHYWmN8xOJl/f/g+P4+eXTTw/cAyIiutayd7dQwH+JnGoHIC38NTK8bGO7AfqPoAvAD8748x6oNZjUAg+VKq8oZ32nHYUka51zvYYiFT3kZVTgdRvn8mmOPEXvA1j1qFvrceNlyT3GosAF0LwoVJbD5VQdw+fWhtJY6MGr1tYlBEjeskLa1rprPMXr5G5Ol1QbApy1n2g6NTQDhbWitNr/Xw564Faj4tB8KFCnL3Yku0cp37J4FkPFmzxo3npjpqQHTk4aE6a8YE2W5Cz4wXbLsb2tFvWA1OVLw7BhwodOddAZyqbyervK1psh0I6aG476j4ov7pZfESbLci57cJFzo3tnUovBxRwsLCOPj3tyHrciw6XIUHwoUJbnLM9vj4lnkKs/kP6b1ZMinP9I6hv7SAjy3PVfKDTBbwvPNDs6mrIQfbDkJ5xnuFyw+wkZD2GCMGHyti67LTtSKm4f+MlKUP+7/gv/IS4YNHlwTM/jIpbjiubHKPm0y5SKwPg+XkfqPswmkNFdbT7VJU4xPK+ZRlKL0czEHyoDLfLNrR1UkKYleaPixrWfytlP4zcclvgrPeICjJTWODQskYAntp6Qd2HgbMes5JoTBSyHkOF4EOl49Q5fceR9HBIdR87cyupy95t7GJT1HuAImPW0W5rJIeL68W5WiLrsRy1HsOB4ENFqppsri0THiw2XLPGRFBEoL+Ytsi1H0af8QEgl0nOzEduRZNhA38jema7Y5rpdTOTLjoSAXpD8KEibx8uETUbs8aE07iY4RdLmtynnRr0oDlXpwuKTUFGKRGBouWdR/tL2TfQtyPF9fRJbhVxghpZj+FD8KGi2R7Slgv3iY/Ucmna6UljzvuQ3viR+QA58TEH7ofMgf4966z1uG5WEt5vRgDBh0ocL22knPImcVbE1dMTR/x9Fk+IEb3mPOlUKr40UgAnbbug5gMUG7OOug/dO3quQWSXOetx/3J0uIwEgg+VkLIeqybHUVjAyLs0Qq3+NNd5Aq7Rtl6qmzvEKcB8nMsY9NqDQnUfyHwY5+Taa2ci6zFSCD5UgPeJpdkea0ex5SJZ7ux6MdqodelMl+SIALL6m5ReDhh2zHojDnjUkdL6NjpW0uC6vXWoREyS5l7EVVPiqKyhTeklapLXg4/f/OY34mTRdevWefulNOuT3Eqqbemg2BALXT4+etTfT5r38UVeLTUZaNwzik1BSRPiQkTRd01Lh2vQHWh/6OOaTXvo6o3nb+teOyw+x+HlPS9n05qNn4mvAxUFH19++SX9+c9/punTp3vzZXQzTv36WUnkZxr9j4TTgFzz0NXdQ7tPVZNR4EA5UBJn26S/e9h60Qc+LTwxPEBs5faHn08It4qvg+Hx2p9Yc3Mz3XbbbfTSSy9RRESEt15G82qabbTDWZvhiS2XvgPHsgy09XL+TBcEH6AMDBvTF87a/3jVRBpoF42f58/z14FKgo97772XrrrqKlq5cuWgX2ez2aixsbHXzUi41oMzFNOTw0Ta1lOWZzq2Xnj6Hs8OMVLNB4IPUAo6XvRncUY0TU8KuyD7wZ0u/L7NnweVBB+vvvoqZWdn04YNGy76tfw1YWFhrltKytAPU9ODLdmOLZe1I5hoOpg5qREUavUTtSSHi/U/7ZQDrMIaBB+gkqJTbLvoBtfvcODRN/vB13TIeqgo+CguLqYHH3yQXnnlFbJarRf9+vXr11NDQ4Prxv+9UeSUN9KxkkbyN/nQmhkjn+3RH3+TLy2Rpp0a4KC5kro26rT3iDkp0vHmAEq12+bXtFBrR5fSy4FR4I6lN7PP0dee2kVHzjWI7hYpzEDWQ4XBx8GDB6myspJmz55Nfn5+4rZr1y569tlnxX27vXdVsMViodDQ0F43oxWarsiMo4ggs8e/v1T3IdWU6Fme1OkSFSSmTQIoITrYIrrW+CqZhwaCNlU2tdOd/zxID79+RJyVxYHGr66fKjpcGLIeo+dHHrZixQo6evRor+fuuOMOyszMpJ/97GdkMmH+AuPDp7YeKh31OPXBLJ0YIyJ0fhM8V9dKyRH6HbyFeg9Q09ZLZW6V6HiZPQbF9lrLdnAd3mPbjlN9a6fISq9bOYHuXpwu2qhf/bKYvjrXgKyHGoOPkJAQmjp1aq/ngoKCKCoq6oLnjWz36SqqbrZRVJCZlkyM8cprhAeaac7YSNpfUCuyH9+Zn0q673TBWHVQwdYLF3qj6FR7p4r/91tH6cPjjg7BqUmh9PubZlBm/Pls/COrM+l/3jkuPiLrobLgA4Y3Tp3H83J9hrfwQXMcfHDdh56DD2Q+QG0dLzzpFLThnSOl9Mu3j1GdM9vxwPIM+uHScRe8Ny/KiKbtDy9RbJ16IkvwsXPnTjleRjPqWzto+4lKr265SFZOiqXfvJ9De8/WUIuti4IsfroOPjBgDNTS8ZJT1iS6sDhdD+qds/SLt4/Re0fLXYEjZzuknyF4D8ayKeCdr8qow94t0rPe/ks+LiZYHLLGr7fnjD6nnbZ32qmk3nG+QnoMRquDslKjgijA30RtnXYqcLZ/g/q8d7SMVv1xtwg8+CTwB1dk0Fv3LkTgIRMEHwpuuXg768F4X9J10JxOW26lN3g+DTgicOQnAgN4Amc6JsY7BgZizLr68Oyj+zZn049eyRbn8GTGh4ig46GvTRCt+iAP/EnL7ExlEx0prheR9rUzPTvbYyArnQfNZeVUUrcOp526j1VHERio7YRbUI8PjpXTqj/uone/KhNB4v3Lx9O2+xbR1KQwpZdmOPosAFCxNw6WiI9LJ8aKmQBymJsWScEWP9Fdc7SkgWakhJOeoN4D1AZj1tWlrqVDdKm8fdgx3mBCXLCo7ZierK/3Qi1B5kNGXHy29ZC05ZIk2+tyKnHxhGhX9kNvcKAcqHXSKbZdlPfxiQpa9fRuEXhw7e+Plo6jd+5fhMBDYQg+ZMQFnxWNNgoP9KdlzjoMuUgHzWWd1N8pt/nO6aYoNgW14DoC3gHkc0E44wjya2jtpIdfO0x3/vOAmOExLiaI3vzRQnrk65lk8cOwS6Uh+JCRNE792hmJsv/l52mn/GZ4vLSRyhvaSU8w4wPUhlvaedQ/Q92H/HbkVNDX/riL3jxUIrIddy9Jp/88cDnN1NmWs5Yh+JBJY3snfXjc0Uu+VoYul764vmSW8x9eVk6FrvZyeTAQS43W7/h40J5JzqJTbL3Ip6Gtk37y7yP0vb8fEFknrgP79w8X0PorJpHVH9kONUHwIZP/fFVGtq5uUeg0TaHK6hXOrhc9tdzmObMeCWFWCjSjfhrUA0Wn8tqZW0mr/7hbjDLgLO+dl6fRew9eTpeMxfk6aoR3a5m3XNbOTlasHZTnffzuw1xRe9LWYacAs/avBLDlAmqFMevyZZV/9e5Jeu1AsXicGhUoOlnmpEYqvTQYBIIPmX5BHiisE3uP18+Sr8ulvyK4pPAAMQ3087PVrkyIHopNEXyAWmd9nK1qEVN4kfb3vE9PV9HP3viKShvaRbbjjgVp9NPVE3VxYaV32HaRwZvZjqzH4gkxFBtqVWwd7tNO9dJy65rxgU4XUJnYEAtFBplFi/2piiall6MrzbYuWv/mUfr2X/aLwIOPkHj1zsvol9dMRuChEQg+vIwnir6ZXeLaclEan3Ir1X309PToZsYHBoyB2nCwj60Xz/vsTLWo7fjX/iLx+LsLUumDdZfTvPQopZcGw4BtFy/bl1cjtjlCrH70tcnKb3PMT48Sh16VN7aLtlstjxXmwE461wXbLqDWrReusULHy+jxqdwb3j9JL+9zBB3JEQH0uxtn0PxxCDq0CJkPL3vDueVyzYxEVez58hoWZTimne7Q+NZLWWM7tXd2i3Ny+I0IQG3Q8eIZe8/W0Nef2e0KPL592Vj6cN1iBB4ahuDDy/uS7x8tl+0E26FaoZO6j3znlsuYqEDyM+GvMqh3zPrJsiZdHuroba0dXfTY28fo1pf2UXFtmyiYf+UH8+jx66aKQW6gXfjpedH7R8uordMu6hGkAV9qIBWd8um6lU3tFBuiXBGsR8aqY8sFVCo9JkicrcQXIufq2kSgDEPzRV4N/fSNr6iotlU8vnXuGPr5lZkUYvVXemngAbhc9CIediNNNFXTUe/ccTM92VHrsTOnirQ+YAydLqBW/iZfmhgXIu6fKGtQejmawDOI/ved43TLS/tE4JEYZqV/fm8ubbhhGgIPHUHw4SXFta30RX6t6D2/YbZysz0Gcr7lVruj1jFgDLRgUoIz+EDR6UUdKKilK5/9lP72WQFxM9435qTQBw8tFmMKQF+w7eIlW5yFpgvHRVNCmPqKIVdOiqOnt5+mT09Xa3YAEoIP0FbRKWZ9DITfg37/YS795bN8EXTEh1ppw9pptGyivKd/g3wQfHgBz8+QZnuoqdDU3ZTEUIoLtVBFo01kaJZo7MrC1mUX2SWGmg9Qs8mJji1OzProX3ZRHf3k9SOubVR+z/zF1ZMpLABbLHqGbRcv+LKgTuxVBlv8aPWUeFIj92mnO05qb+uFAw9uHggymygmxKL0cgAGlOncduF5P/WtHUovR1XZDp7bcePzn4vAgyfC/vW7c8S5LAg89A+ZDy9446DjgKOrpiWoetTvisw4+tf+Ytp+spL+Z02PqopihzrZNC0mSFPrBuMJtfpTSmSAaBXleR8Lxjnm7OhdaX0b1bb0H2zlVjTRxqzTVFDjyF7eMCuJHrtmCoUFIugwCgQfXuhLf88524O7XNRs4fhosvj5iiuyUxXNNDHecYWmqTNdotHpAtqo++Dgg+d9GCH44G3RNZv2UHXz4JmeqCAz/WbtdFVMfwZ5YdvFwz48Xi56+vmgo0tTI0jNOCuzwDkhUGtdLyg2BS2ZnBBmqI4Xs8mXEsMDRLffQMID/OnjhxYj8DAoBB8etuXg+UPktLAdsGKS4x9+1slKjc74QPABGmq3NUjRKb/3/XjVRNG5MpBnbp1FkcGo1zIqBB8e3uP87Gy1uK/G2R79kYpOueJ8oP1ZVdd8IPMBGjlgjp2pbKKOrm4ygsUZ0WKYYd9LMF8fEs/z58G4EHx40NZDJSLSvyw9klIitTFGmVOjfP4Er3tnrjayH43tnVTdbBP3UxF8gAbwmSShVj/qtPfQmUrHsQBGyH5wC3/f5Ad3qXFWRAuZYfAeBB8enO2xRRqnPlvdhaZ9rZwUq6mtlwLnlkt0sEV0EgCoHf+ilbIfRtl64Xb4v32WL+5LYQayHiBB8OEh2UX1og4h0GyiK6clkJZIWy+7T1VpIiXs6nRBvQdo8IRbIxSd8vvIfZuzqdlmp3ExQa7sB7IeIEHw4eFx6l+fGq+5o55nJIdTdLCZmmxd4mwFrdR7YLIpaHHMuhEmnT75QQ4dOdcghoX9/Y5LXQdZIusBEgQfHprU986RUlWPUx+Mr6+P6wwFHjimlU4XFJuClrhvu/A2rV5tP1FB/3ePY7vldzdOp5TIIHpkdSaNjw0WH5H1AIbgwwM+PlFBTe1doqjssjTH3AytWSHVfeRUqP6NMb/aUbCH4AO0hH/5+vn6UENbJ5U2tJMe8cDCH//7iLj/vYVptMp5vMSijGja/vAS8RGAIfjwgDechabcXstZBC1alBEjBgMV1rS6MgtqxIFRvrTtgpoP0BCLn0kEIOykDus+Ou3ddP/mbBFczUgOo0evyFR6SaBiCD5GqaKxnT49XaXJLhd3fAjevPRIcT9LxQfNVTXZqKXDLqrmtdLODCDRc8fL7z/KFYX3IVY/2vTN2WT2w68XGBj+dozSW4dKRAX3nLERmp85sSJT/S23UlaGAw++kgTQYtGp3jpePsmppD/vyhP3n1zLdR64MIDBIfgY5RaAtOWixULTgUatHyiso4bWTlIjnOkCugg+dJT5KGtoo4dfPyzuf2f+WLpCY6MGQBkIPkbhaEkDna5sFifDXjld+//g+GplQlww2bt7aOcpdWY/8qpQbAran/VRVNtKTe3qDPCHo8veTQ/+6zDVtXbSlMRQ+vmVk5ReEmgEgo9RkLIePNtDL5M2l2c6sh87cirVPWAMwQdoUESQmRLDrOJ+TnkTad3T20/T/oJaUTP23Ddnk9UfW6EwNAg+RsjWZadtztkeWi40HWjU+s7cKnFVo94ZH46uAQCt0cukUy60f27nGXF/ww3TNF/zBvJC8DFCO05WUn1rJ8WHWmnheP30rs8aE0Hhgf6iXe5gYR2pCQdDRTWt4n4a2mxB4x0vWp50WtnYTutePSwOpPzmvDF0zYxEpZcEGoPgY5Tj1K+fnUQmjc726I/Jbdqp2rZeztW1UVd3D1n9fSkh1JG6BtAarRedck3Yg68eppqWDsqMD6FfXj1Z6SWBBiH4GOGsiU9ytT/b4+LTTitVWe+RGhWk2WFuAFLmg2s+1Li1eTHPZp2mvXk14hDN525DnQeMDIKPEXj7cImI/memhLsmFurJ5RkxYgz0mcpmKqxRz7TTs85OF0w2BS1LiQikILNJnPyq5mnC/fn8TDU9u+O0uP+r66fSuBj9vf+BPBB8jMCW7BLxca0OZnv0h0+ivDRVmnaqnuwHZnyAHnDWTio61VLdB2d8H3zNUedx85xkun6WPt//QB4IPobpeGmDeMPgc1DWTNdvkZW09aKmuo/zwQeutkAnY9Y10vHS3d0jBolxAMKzgP53zVSllwQah+BjmLYcdGQ9vjY5jsIC9THbY7Bpp1/k16hmGJJrxge2XUAv7bYayXz8aecZ+vR0NQX4m8Q8jwAz6jxgdBB8DPPURq73YGsvSSI9460NHuTVae8RbzpKa+3oojLnMeQYMAZ6OuOFj2lQsy/yauipj0+J+//n2imUERei9JJABxB8DAMP3uL2suhgCy3OiCG9k7ZetqvglNuCasd8j4hAfwoPNCu9HIBRmRgfIk5m5vcT3spQq5pmGz3w6iFxeOYNs5PopjkpSi8JdALBxzBscY5Tv35WIvmZ9P9HJ41a56CLu3uUlFeNM11AP7g9VeoUOa7SrRdHnccRqmi00biYIHr8WtR5gOfo/zeoh9S1dFBWToWuu1z6mpMaQSFWP6pt6aDDxfWKriW/CsWmoC9qH7P+5915tOtUlTg4k+d5BFn8lF4S6AiCjyHic1y4/mFqUihlxjveNPTO3+RLS53TTrMU3npBsSnojZrHrB8srKXff5Qr7v/PmimGec8D+SD4GOYJtjfqcKLpYFZkqqPlVhrGhGJT0Au1jlnnLO/9mw+JrdY1MxLplktR5wGeh+BjCHLLm+hoSQP5m3xozUx9d7n0tWRCjCiM41HQ5+ocRZ9y426APOd0UxwoB3rbduGsHndzqQH/W/vpG0eotKFd1Ff9+oZp5OODowzA8xB8DOMQOT5wLTLIWJ0WEUFmmjM2UtHsR11rJzW2d7nOdQHQg5gQi7hxpy1f4KjBX/bk0/aTlWT286VN35xFwajzAC9B8HERfPDT1kOO2R43GqTQtK/l0kFzCo1al7IeSeEBOMQKdEVNWy+HiuroN+/niPu/uHoyTUkMU3pJoGMeDz42bNhAl156KYWEhFBsbCxdd911lJvrKFzSIh6wxX34nPGQii+NZqUz+Nh7toZabF2K1XugzRb0Ri1j1htaO+m+zYeoq7uHrpqWQN+aN0bR9YD+eTz42LVrF9177720b98++vjjj6mzs5NWrVpFLS3aOr1R8oZzy+XamYkiFWlEPI9gTGQgddi7ac8Z+aed4kA50Cs1jFmX6jxK6tvEv/MNa1HnAd7n8Q29Dz74oNfjv//97yIDcvDgQVq8eDFpCV8NfHzCOdvDYF0u7viNaHlmLP398wLacbKSVk+JV2TGB9psQa/bLlzzwd0lJq7ulhn/u/7oRIUoqOdzW0Kt+j2zCtTD65fyDQ0N4mNkpKNosS+bzUaNjY29bmrxzlel1NHVTZnxITTFmR41qpXOg+Z25FaKyYdyQuYD9Ir/Tlv9fam1w06FNfJnh786V0+/fu+kuP/zKyfRtGTUeYAOgo/u7m5at24dLVy4kKZOnTpgjUhYWJjrlpKSorouFy40NXoacm5aJAWZTaL+hduO5cKBTr7zTTkd001BZzjTIQ3wknvrpbHdUefBwxNXT4mj7y5IlfX1wdi8Gnxw7cexY8fo1VdfHfBr1q9fL7Ij0q24uJjU4GxVMx0qqhdvDtcabLZHf7jeZfEEx2F6WTK23PI+NGefOCWcFBEg2+sCyF33IeekU67zWL/lKBXVtlJyRAA9uXaG4S+wQCfBx3333UfvvvsuffLJJ5ScPHC9hMViodDQ0F43NR0it3RCjOjFBz7l1rn14jzjRs4tl7FRQYrshwPosePl5S+K6D9Hy8jP14c23jqLwgJR5wEaDz44oubAY+vWrbRjxw5KS0sjreHCrzezSwx1iNxQLJ0YQ3xxdKykkcob2mV5TdR7gN7JPevjeGkDPf7uCXH/0SsyadaYCFleF8CrwQdvtbz88su0efNmMeujvLxc3Nra2kgrPj9bTeWN7RQW4E8rnDMugCg62EIzU8JlnXaKA+VA77ignYN6Prq+ptnm1ddqtnWJOg/eyuT5Pd9fpL2LQ9AHjwcfzz//vKjdWLp0KSUkJLhur732GmmFtOXChypZ/DBRs9+uF5m2XnCgHOgdH1UvHRtwssx7Y9Y5K/3zN4+KgD4xzEq/vwl1HqCzbZf+bt/97ndJC5raO+mD4+WGHqc+GJ73wXjYWHun3euv5zpQDp0uYIitF+91kr32ZTFtO1Iqaqc2fnMWhQca65wqUBdjjuwcxHtHy6i9s5vGxwbTdPS895si5qsm/jPi7Slv4uCGu10Yaj5Az7xddJpT3kiPbTsu7v9k1US6xHlYJIBSEHz08YZzy4UnmiIleSH+M5G6Xrx90By3AfKJnyEWP4oOxlUa6NekhBCvbbvweUz3vpJNtq5uUTR+9+J0j78GwHAh+HBTUN1CXxbUEXd0Xj8Lsz0udsotF53ylpq35DnHqqfFBCEQBF2bnODIsp6pavb4duYv3j5GZ6taKC7UQn+4aQb5omUdVADBh5s3nRNNF2XEUHyYVenlqNb89CgK8DdRWUO7V9sDXZ0u2HIBnePAgE/O5jb/0xWOOidP+PeBYjE2gOONZ2+ZRVHBmFkE6oDgw22M9xbnbA8Umg7O6m+iRRnR4j4fNOct+dUoNgVj4MyetPXiqaLT0xVN9Mu3HXUeD39tAs1Lj/LI9wXwBAQfTl/k14rixhCrH62a7KhpgIGtcHa9bPfivA/3bRcAo3S8eKLuo63DTvduzqa2TjtdnhFNP1o63gMrBPAcBB99Ck2vnp4oruxhaC23R4rrxWFz3oBtFzAST3a8/M+243SqolkcDfHUzTNR5wGqg+DDWQ3+/rEycf/GS1BoOhSxoVZXK/InuZ7PfjS0dlJNS4e4n4rgAwxUdMoHzI2mkPutQyX02oFiMTX1mVtm4mwqUCUEH0T0/rFyau2wi1kSs3HOwbCzH1knPT/tNL/GkfWIDbFQsMXP498fQG34CAGzyZeabF10rq5txKdx/3zrUXH/geUZtGCcozYLQG0QfLiNU187OwktncOwItNRG/Pp6Wqyddm9UmyKM13AKPxNvjQh3lFcfXwEWy/cosvzPPhCijvSHliR4YVVAniG4YOP4tpW2ptXI1KU189Gl8twTE0KFS2C/Gb3RV6tR793vlRsik4XMJDRnHD7f949QTnlTWIgH2+38Bh1ALUyfPCx9ZCjvXbBuChKCg9Qejmawlkib229nEWxKRjQJCn4GGbm450jpbT5iyJxEfXHb8wUNVkAambo4IOLurZknx+nDiPfesny8LTT85kPBB9gxHbbxmFNZl7/pqPO496l4+nyjBivrQ/AUwwdfBworKPCmlYKMpvo61PjlV6OJi0cH00WP19RIHe60jOTGTmIkdpsMeMDjGSSs92WZw5xx9eQ6jw2Z1OzrYvmpkbSupWo8wBtMHTwIRWaXjktgQLN6KgYiQCzSWxZse0e2nqpaLSJ4Ui8Z50SEeiR7wmgBaFWf0qJDBhy3ceG906K4lQezf7srbPIz2Tot3TQEMP+TeUJgO9+5ZjtsRbj1EdFOuXWU6PW85ydLmMiA8nsZ9i/omBQk+KHtvXy/tEy+sfeQnH/DzfPwHlUoCmGfWf/6ES5SFXyVQanK2HkpKLT7KI6qnUOBhsN15YL6j3AyJNOBwk+impa6ZEtX4n7dy9Jp2UTHf8GAbTC1+jj1G+YlYzRw6OUGB4gqvS7e4h2emDaqetMFwQfYOR22wE6Xjq6uun+f2VTU3sXXTI2gn6yaqLMKwQYPUMGH2UNbbTnTLW4jy4Xz1g5ydly64GD5pD5ACOT2m1PVzaJQKOv37yfQ0fONVBYgL+o8+DhZABa42vU2R7cFTo3LZLGRKGg0ZNbL7tzq6jTfuEb5nDgQDkwsuSIAHG6dqe9R4xLd/fR8XL662f54v4fbpqB2USgWYYLPriNU9pyuRGFph4zIzlcTFbkcym+zB/5tFMOXIpqW8X99BhMNwVjDu/rb+vlXF0r/eTfR8T9HyxKo5WTHYXeAFpkuODjcHG9qCkI8DeJFlvwDK6bkYreRrP1wuPu7d094ufDo9sBjKhv0SkH5ff/6xA1tnfRjJRweuTrmQqvEGB0dB98lNa30bGSBtftxd154vnL0iPFZECu/wDPWOGs+9gxiuDDvd4Dh/yB0UjvV7ztwr4sqBWPf/bGV3SoqJ6CLSbadOsstKCD5ul6shaftLpm0x6qbr6w/fOT3Cpxiwm20J5Hl5HFz6TIGvVkUUaMOBKcAwjeqx43gm0TV6cLJpuCwfT3fvXVuQa6euMe12NfHx+KRUYQdEDX4TP/IuQ20IEuoPn5hHCr+DoYvWCLH81LjxzVwLE8FJuCQV3s/YqlRgfh/Qp0Qdd/izlt/+NVE0VnS3/4ef480vues8LZ9TLSUev5zummaLMFo7nY+xXD+xXoha6DD7Y4I5qmJ4dR3zli/Jif58+D50et86F9QzkYa8A2W3S6gAHh/QqMwtcoVxM8fdMdP8ZVhOelRAbShLhg0bGy63TVsP7bFluXOFSOpUUh8wHGg/crMArdBx/9XU3gKsK7lmc6sh9Zw9x6kbIeUUFmCgv098raANQO71dgBL5GvJrAVYQ8Lbc7c6uoaxjTTqViU9R7gJHh/QqMwBDBh/vVBMNVhHfNHhNB4YH+1NDWSdlF9UP+7/JxoByAgPcr0DvDBB981fDI6kwaHxssPuIqwntM7tNOh7H14up0wYwPMDi8X4HeGSb4YIsyomn7w0vER5DnoLnhjFo/f6AcOl0A8H4Femao4APks3hCDPn5+tCZymYqrHEEFRc78M81YAyZDwAAXUPwAV4RFuBPl6Y6pp1mDWHaKY+UbmrvEtMdx0QGyrBCAABQCoIPUMVBc9KWS1J4AFn9cc4OAICeIfgAr087/SK/hpraB592irHqAADGgeADvIYDCT4grtPeQ5+erh70a3GgHACAcSD4AFm2Xi5W9yHN+MCZLgAA+ofgA2QZtb4zt1Kc93Kxmg9suwAA6B+CD/CqOakRFGL1o5qWDjpc3P+0Uw5KCmtaxX0EHwAA+ofgA7zK3+RLS53TTnfk9D/ttKSujTrs3WT286XE8ACZVwgAAHJD8AFetyJz8LqPPGenS2pUoBjNDgAA+obgA7xuyYQYcSx4TnkTnatzbK+4Q70HAICxIPgAr4sIMtOcsY5pp5/0M3DMdaYLOl0AAAwBwQfIYrnUcjtI8IHMBwCAMSD4AFnrPj4/W0OtHV29PpcnzfhA8AEAYAgIPkAW42ODxYFxHV3dtMdt2ml7p51K6tvEfWQ+AACMAcEHyMLHx4eWZ1540FxBjSPrEWr1o8ggs2LrAwAA+SD4APlHredUUrdz2qk0Vj0tJlgEKAAAoH8IPkA289KiKMhsoqomGx0rbeh1oNw4bLkAABgGgg+QDU8wXTwhptfAMXS6AAAYD4IPkJVU95HlHLWeV+WYbpoWg+ADAMAoEHyArJZlxhKXdhwraaTyhnZkPgAADAjBB8gqOthCM1PCxf03D52jutZOcT81CsEHAIBRIPgAWZXWt9HUxFBx//9+mic+RgWZRQbkWEkDlTU4Zn4AAIB+eS34eO655yg1NZWsVivNmzeP9u/f762XAo2wddlpzaY99P/2FYnHtS2OrEdNSwddvXGPuK3Z+Jn4OgAA0C+vBB+vvfYaPfzww/TYY49RdnY2zZgxg1avXk2Vlf0fqQ7GYDb5UmJ4gKj56A8/nxBuFV8HAAD65ZV3+aeeeoruvPNOuuOOO2jy5Mn0wgsvUGBgIP31r3/1xsuBRvAQsR+vmkg9jvliF+Dn+fMYNgYAoG8eDz46Ojro4MGDtHLlyvMv4usrHu/du/eCr7fZbNTY2NjrBvq1OCOapieHXZD98PUh8Tx/HgAA9M3jwUd1dTXZ7XaKi4vr9Tw/Li8vv+DrN2zYQGFhYa5bSkqKp5cEGsh+8LR1ZD0AAIxB8c319evXU0NDg+tWXFys9JJApuwHZzsYsh4AAMbi8eAjOjqaTCYTVVQ4JlhK+HF8fPwFX2+xWCg0NLTXDYyR/XCeLYesBwCAwXg8+DCbzXTJJZdQVlaW67nu7m7xeP78+Z5+OdB49oMh6wEAYCxe2XbhNtuXXnqJ/vGPf9DJkyfpnnvuoZaWFtH9AsA4y/HI6kwaHxssPiLrAQBgHH7e+Kbf+MY3qKqqin75y1+KItOZM2fSBx98cEERKhjbooxo2v7wEqWXAQAAMvPp6Rlo6oIyuNWWu164+BT1HwAAANownN/fine7AAAAgLEg+AAAAABZIfgAAAAAWSH4AAAAAFkh+AAAAABZIfgAAAAAWSH4AAAAAFkh+AAAAABZIfgAAAAA7Y9XHw1p4CpPSgMAAABtkH5vD2VwuuqCj6amJvExJSVF6aUAAADACH6P85h1TZ3t0t3dTaWlpRQSEuLxk045KuOgpri4GOfGqAB+HuqCn4e64OehPviZDI7DCQ48EhMTydfXV1uZD15wcnKyV1+D/9LgL4564OehLvh5qAt+HuqDn8nALpbxkKDgFAAAAGSF4AMAAABkZajgw2Kx0GOPPSY+gvLw81AX/DzUBT8P9cHPxHNUV3AKAAAA+maozAcAAAAoD8EHAAAAyArBBwAAAMgKwQcAAADIyjDBx3PPPUepqalktVpp3rx5tH//fqWXZFgbNmygSy+9VEyxjY2Npeuuu45yc3OVXhY4/eY3vxHThdetW6f0UgyrpKSEvvWtb1FUVBQFBATQtGnT6MCBA0ovy5Dsdjv94he/oLS0NPGzGDduHD3++ONDOr8EDB58vPbaa/Twww+LFqns7GyaMWMGrV69miorK5VemiHt2rWL7r33Xtq3bx99/PHH1NnZSatWraKWlhall2Z4X375Jf35z3+m6dOnK70Uw6qrq6OFCxeSv78/vf/++3TixAn6wx/+QBEREUovzZB++9vf0vPPP0+bNm2ikydPisdPPvkkbdy4UemlaZohWm0508FX2vyXRzo/hufz33///fToo48qvTzDq6qqEhkQDkoWL16s9HIMq7m5mWbPnk1/+tOf6IknnqCZM2fS008/rfSyDIffkz777DP69NNPlV4KENHVV19NcXFx9Je//MX13Nq1a0UW5OWXX1Z0bVqm+8xHR0cHHTx4kFauXNnr/Bh+vHfvXkXXBg4NDQ3iY2RkpNJLMTTORl111VW9/q2A/LZt20Zz5syhm266SQTls2bNopdeeknpZRnWggULKCsri06dOiUeHzlyhPbs2UNXXHGF0kvTNNUdLOdp1dXVYs+OI1d3/DgnJ0exdQG5slBcW8Bp5qlTpyq9HMN69dVXxZYkb7uAsvLy8kSan7eKf/7zn4ufyQMPPEBms5luv/12pZdnyEwUn2abmZlJJpNJ/D751a9+RbfddpvSS9M03QcfoP6r7WPHjokrCVAGHw/+4IMPivobLsgG5QNyznz8+te/Fo8588H/Rl544QUEHwp4/fXX6ZVXXqHNmzfTlClT6PDhw+KCiY+Nx89j5HQffERHR4totaKiotfz/Dg+Pl6xdQHRfffdR++++y7t3r2bkpOTlV6OYfG2JBdfc72HhK/u+OfCdVI2m038GwJ5JCQk0OTJk3s9N2nSJNqyZYtiazKyn/70pyL7ccstt4jH3HlUWFgouvYQfIyc7ms+OFV5ySWXiD079ysLfjx//nxF12ZUXOPMgcfWrVtpx44dooUNlLNixQo6evSouKKTbnzlzWllvo/AQ168Bdm39ZzrDcaOHavYmoystbVV1Am6438T/HsERk73mQ/Ge6ccofIb6ty5c0UFP7d13nHHHUovzbBbLZzCfPvtt8Wsj/LycvF8WFiYqCAHefHPoG+9TVBQkJgxgToc+T300EOiyJG3XW6++WYxk+jFF18UN5DfNddcI2o8xowZI7ZdDh06RE899RR973vfU3pp2tZjEBs3buwZM2ZMj9ls7pk7d27Pvn37lF6SYfFfu/5uf/vb35ReGjgtWbKk58EHH1R6GYb1zjvv9EydOrXHYrH0ZGZm9rz44otKL8mwGhsbxb8F/v1htVp70tPTe/7rv/6rx2azKb00TTPEnA8AAABQD93XfAAAAIC6IPgAAAAAWSH4AAAAAFkh+AAAAABZIfgAAAAAWSH4AAAAAFkh+AAAAABZIfgAAAAAWSH4AAAAAFkh+AAAAABZIfgAAAAAWSH4AAAAAJLT/wfC8aaOe44VjQAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 1.3设置图片的大小和保存",
   "id": "6eba5542da76167a"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T11:41:20.661746Z",
     "start_time": "2025-01-06T11:41:20.593699Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 设置画布大小，单位为英寸\n",
    "# figure(figsize=(长,宽)),dpi：图片分辨率\n",
    "plt.figure(figsize=(10, 5), dpi=80)\n",
    "# 绘制折线图\n",
    "plt.plot(x, y, marker='v')\n",
    "# 保存png图片\n",
    "plt.savefig('line.png')\n",
    "#保存矢量图，矢量图质量较高，但文件较大，不适合于分享，svg格式\n",
    "plt.savefig('line.svg')"
   ],
   "id": "2c9c0e1a9ae1d0e8",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 18
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 1.4 x轴和y轴刻度，标签",
   "id": "d321d603f092f078"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T11:55:38.000106Z",
     "start_time": "2025-01-06T11:55:37.917890Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# x,y轴刻度\n",
    "x = range(0, 24)\n",
    "y = [random.randint(0, 15) for i in range(24)]\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "# 构造x轴标签,x_labels：标签列表\n",
    "x_labels = [f'{i}:00' for i in x]\n",
    "#rotatation：旋转角度\n",
    "plt.xticks(x, x_labels, rotation=45)\n",
    "\n",
    "# 构造y轴标签,y_labels：标签列表，.format(i)：格式化数字\n",
    "y_labels = [f'{i}℃'.format(i) for i in y]\n",
    "plt.yticks(y, y_labels)\n",
    "plt.plot(x, y, marker='o')\n",
    "plt.show()"
   ],
   "id": "eda5800ee88e9e17",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 21
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 1.5 显示中文",
   "id": "39583c8298498685"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T12:10:35.522995Z",
     "start_time": "2025-01-06T12:10:35.397954Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 设置中文显示\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "# 绘制折线图\n",
    "plt.plot(x, y, marker='o')\n",
    "#rotatation：旋转角度,fontproperties：字体\n",
    "#设置x轴标签\n",
    "plt.xlabel('时间', rotation=45, fontproperties='SimHei')\n",
    "#设置y轴标签\n",
    "plt.ylabel('温度', fontproperties='SimHei')\n",
    "\n",
    "plt.xticks(x, x_labels, rotation=45)\n",
    "plt.yticks(y, y_labels)\n",
    "\n",
    "# 设置标题\n",
    "plt.title('温度变化图', color='green', fontproperties=\"SimHei\")\n",
    "\n",
    "plt.show()"
   ],
   "id": "bd0bc86cf065399f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 24
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 1.6 一图多线、图例、网格图",
   "id": "905e22590e7028b2"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T12:23:39.415604Z",
     "start_time": "2025-01-06T12:23:39.347600Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 一张图多条线\n",
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "\n",
    "x = range(15, 35)\n",
    "plt.figure(figsize=(10, 5), dpi=80)\n",
    "plt.plot(x, y1, color='r', label='自己')\n",
    "plt.plot(x, y2, color='b', label='朋友')\n",
    "xticks_label = [f'{i}岁' for i in x]\n",
    "plt.xticks(x, xticks_label, fontproperties='SimHei')\n",
    "\n",
    "# 绘制网格线，linestyle：线型，color：颜色，alpha：透明度\n",
    "plt.grid(linestyle='--', color='gray', alpha=0.5)\n",
    "\n",
    "# 设置图例，loc：位置，ncol：列数，prop：字体大小\n",
    "plt.legend(prop='SimHei', loc='upper left')\n",
    "plt.show()"
   ],
   "id": "f5c3dbdf20af635",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ],
      "image/png": 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MK68Ebr+dUxfAN9+4oyEIgmBSkJibNVOzCDeqcI0h1zN26tRJjQpyrSF/J2+//bZKfcP1hKtWrVLTy40aNcLmzZsxefJkNdXMNYs1a9bEsGHDVODoBbW5HkoDOnRN8qpL1ySvEem+9JK1BvG554Bq1dzVHDkSKFLEWpe4b1/WXhuJrkNIPw6mrkledenW1uQ18Lubw+Gmm25K/p2jhGfDINGGG1muuOIKNapol+NjAu28efOqQNPOsegF1NWBDl2TvOrSNclr2LrLl1v1mevWBZ54wn1Nro8ePtya0mb+RI5cBr2No1DTNF2TvOrSTdDkNfAjiZwqdhvunk5Zr9kLzdRgoGqKrkledema5DUsXZbeY1oa3ryZpiY21n1Nct99wEUXAe++C/z9d7DbOEo1TdM1yasu3dWavGoPEu30NC5k3PE1tt9w8zgKgqAZjuLNmGElz2YeQ6/gPYOzGVxKw7WQmr6UCoJgLp5NN3MEjptEWNquWLFijgdNTGztVe3kzGoyQKRf+k45AhkpTr6X33VN8qpL1ySvWdbdssWa7j3vPKtknheaKWE9+f79gb59Lf3nn/dGN0KkHwdT1ySvunRjNHnVnkzbzj/IzR9MM2MKDBDLly+v6j8LghBl3HADa3JaNT6vuUbPMfB+2bSptS5y4UJrXaQgCIIHybQ93bjCQKlq1apqBM7p2HTDhg2oVKmSo+8ZqebZaxidghVeqrA4tcfo0DXJqy5dk7xmSZfBIX9uvjniADEir0zTxXWJLBHKaWeWD83kfcX3bRzlmqbpmuRVl+46TV7TQsu4JgMnlp1x8of5DJ1+z0g13Ro23rlzpyvv60ddk7zq0jXJa6Z1WYqTaxCZWJ8l8rzQTI/mzVlDFJg500q27ZVumEg/DqauSV516e7U5DUt/DX5LQiC4Ae4BnDrVmDYMKB0afiCF14Aype3ji2d6SFBEASnCEyQWLRoUSM0TdM1yasuXZO8Zkp3+nRrtK5tW8dK7znilSX73nwTOHQo0yX7fNvGAdE0Tdckr7p0i2ry6ouNK4IgCL4vvdeoEbB+PbB4MVCjBnzHbbcBX35pley78UbdRyMIQhSTUbwWmJHEefPmGaFpmq5JXnXpmuQ1Q92hQ4EVK4B+/RwNEB31+tpr1lpJrpncv9873Swg/TiYuiZ51aU7T5PXwAeJOtLq6ErlY5KuSV516ZrkNV1dBofMRVinDtC7tzea4VCqFPDKK8D27VYOR690s4D042DqmuRVl+4pn6UIDEyQKAiCEDYsvcf0MrxBM92M3/Oacq1ku3ZWNZipU3UfjSAIASUwQWLlypWN0DRN1ySvunRN8pqmLmsyM//gww8DrVp5oxkJrFjFADFXLiu45VpKL3QzifTjYOqa5FWXbmVNXgMfJObnzj8DNE3TNcmrLl2TvKaqu22bNb0cFwcMHuyNphNUqwY89xywcmWax+2bNg6opmm6JnnVpZtfk9fAB4lLliwxQtM0XZO86tI1yWuquo8+aiXPHj0aKFjQG02neOIJq0zfSy8By5Z5p5sB0o+DqWuSV126SzR5DXyQKAiCkGXGjQO+/dZKJdOxI6IOrp3kVHlCgjXtzLWVgiAIDiFBoiAIZnLwoJWUulAh4PXXEbW0aGGlw5kxA3j7bd1HIwhCgAhMMu2TJ08i1uMdiTo0TdM1yasuXZO8nqHLwIpTzAysOArnhaZbsApL7drWtDlT+XB9pR/aOOCapuma5FWX7kmPNY1Jpm1SIW6TdE3yqkvXJK/JujNnWiXu2rQBHnjAG003KVDgv5J9DH690k0D6cfB1DXJqy7dnZq8Bj5I3Lx5sxGapuma5FWXrkleyb8sude5M5Azp5VGJiYmGF6vuQa4+Wbghx+A77/3TjcVpB8HU9ckr7p0N2vymhaZujtWrVoV7dq1Uz/9WK5KEAQhSin76afWTuBnngFq1kSgGDXKKtnHtZacehYEQYiAHBn9wdq1a9GwYUN8w2LyPiZv3rxGaJqma5JXXbomecWqVTjvww+t9Xt9+gTPa+nSwLBh1khpnz7I+9BD0IH042DqmuRVl25eTV7D3rjy/vvvY+DAgahYsSJOnz6NUaNGoUmTJr7buCIIgpAuTA/Tvj0wZYpVXeWCCxB4nyzZ17q17iMSBMGnRLxxpX79+vjjjz8wZcoUvPTSS3iCyVt9yNKlS43QNE3XJK+6dI3xOnasCpz23Hqr5wGip165xjKpZN/xe+9Ns2Sfm0g/DqauSV516S7V5DXs6ea6desiT5486vcGDRpgWSpZ/UeMGKF+bA4ePIiZ3D2YVGKmXr16iI+Px+HDh5Mj19KlS2PevHln6Bw/flxNb6sDy5EDzZo1w+rVq7Fnzx71XPHixVGtWjXMmTNHjWoSPuZ2cb7/Ie7sA9Trtm7dii1btqjHBQoUUO+/ePFiHD16VD1Xrlw5lCxZEvPnzz8jIOYxrufCdnBde040bdoUq1atwt69e9VzfE2VKlUwe/Zs9XfUrF69ujre5cuXJ79X8+bNVXTO4yAFCxZEnTp1sGjRIhw7dkw9V758eeVpwYIFya9jG7P9NmzYoB7TG0duV65ciX379qnn2B70Y7cxqVGjBmJiYrCC6S+SaNmyJTZu3Ijt27erx4UKFULt2rWxcOFC1daEI8SFCxdWx2XD5QX79+9XryW5c+dGo0aN1Lmx25jnj6+dNWtW8utq1aqFxMRE1V42rVq1Uu20Y8cO9bhIkSKoWbOmandu9SeVKlVS7cPzY9O4cWPs3r07+byyD/K42P/YPqRs2bKqL7E/2NBfQkKC6jeEbdKiRQusW7cueddY0aJFVXux/506dSq5Xib7qp3tnt55XvkaeyExpwF4fngR2+0QFxenjmPu3LnJx8DzTG9r1qxRj7Nnz676Ax/TEylWrJh6f76Ox2uv/eX/T3le2f94/uxvem5cT2xT2499PaW8zt26ntjGPK/29cS+Q9y4nv6dNw8Ne/VCYokSWHf//diV4noqVaqUOv9uXk9sO7uN7euJ/g4krRt0/HoqVw6777kH5d99F5u7dUPJ0aNV39q0aZP6G7evJ3rlcaSsHsH7mJvXE9/j7OuJbZ3yQ9eN68m+R6X3+eTG9cR25OvS+nxy43rieWD7pff55Mb1lPLzPa3PJzeup40bN6o2SOvzyY3rif/yvKb3+eTk9ZQhoQy46aabQn///bf6/e233w5dfvnlGb0kFBcXF/KaGTNmGKFpmq5JXnXpGuH15pu5riYU+u47c9r4xInQkUqVQqHY2FBo+XJPpY1pY8N0TfKqS3eGx5oZxWsZjiRyivnOO+9U33D47eZtn2b0Z8RsgqZpuiZ51aUbeK/jxwNffw1cf736iUv69h/4No6NxcHhw5GXJQe5kYVrFD1I90OkHwdT1ySvunTjNHkNfMUVDuFySD3omqbpmuRVl26gvdqVSDgFxKmusmXNa+MePazKMmPGAF26eKdrUhsbomuSV126CR5rGlNxJeWce5A1TdM1yasu3UB7ZS5E3gCHDlUBome6fmrjwYOtMn29ewNJa9A80fWYQPdjn+ia5FWX7lxNXgMfJAqCIJwBF62/8Ya1k9nl2sy+pmBBaySRo6mPPqr7aARBiCIkSBQEIXhwVyDX4XHaxqPSe76mY0eAaxO/+84q2ycIgmDSmkRuO+c29aBrmqZrkldduoH0yilWTjX37w8MGOCdrp/beNs25gFh3heA6VBcPB5j2zjguiZ51aV70GNNY9Yk2jnCgq5pmq5JXnXpBs4rc5ANGmTVZe7b1ztdv7dxmTLAyy8DzM+XSru4pmtSGwdc1ySvunRPavIa+CAx04kho1zTNF2TvOrSDZRXToxwBy+rjLz7rqo64olutLTxAw8AbdoAb70FzJjhna5JbRxgXZO86tJdo8lr4INEQRAEfPAB8NdfVqAoNYvTLtmXM6e1ZtNnoxaCIPiLwASJLNVkgqZpuiZ51aUbGK8srcXa8pxWHTLEO91oa2NOw3O9JtclMjWQV7omtXFAdU3yqks3uyavgd+4IgiC4dx2G/Dll8A331g7eYW04Qhio0YAaxGzJi0DR0EQjOM8UzaumLR2wCRdk7zq0g2E1wkTrACRqV5uuME73Wht49hYa9qZwSJzSCYmeqNrUhsHUNckr7p018iaRHfYvXu3EZqm6ZrkVZdu1Hs9fBh4+GGgQAEraXS2bN7oRnsbM8l4167A1KnA++97p2tSGwdM1ySvunR3a/Ia+CBREARD6dcP2LTJWofI8nNC5nnpJatc4ZNPWnkUBUEQghgkFitWzAhN03RN8qpLN6q9zpkDjBoFtGoFPPSQd7pBaeNChazR1wMHgO7dvdM1qY0DpGuSV126xTR5TQvZuCIIQvSW3mvaFFixAli4EKhTR/cRRS9cx/n998C4ccC11+o+GkEQPMKYjStz5841QtM0XZO86tKNWq/DhwNLlgB9+mQpQJQ2ToU33rDK9HXrxrpg3uma1MYB0DXJqy7duZq8Bj5ITEhIMELTNF2TvOrSjUqvTN0ycCBQowbw9NPe6Qa1jbkukTkTOaLAHIpe6ZrUxgHQNcmrLt0ETV4DHyQKgmAIdum948etNC65c+s+omDAVDjc8cw1ijNn6j4aQRB8QGCCxKpVqxqhaZquSV516Uad148+AiZPtsrKtW3rnW7Q29gu2ZcjhxUwRlCyT9o4mLomedWlW1WT18AHibk1jCbo0DRN1ySvunSjyuvOncDjjwOlSwMvv+ydriltXLu2NX2/dCkwbJh3uia1cRTrmuRVl25un82MBCZIXMqbmgGapuma5FWXblR57dED2LvXSntTuLB3uia1cd++QK1awPPPA6tXe6drUhtHqa5JXnXpLtXkNfBBoiAIAefnn4EvvgCuuQa46SbdRxNccuWypp1PnLCmnZ3PkiYIQpQgQaIgCP6HpfdYQi5//kyV3hMipHVra3PQ338DY8fqPhpBEDQRmGTap06dQs6cOQOvaZquSV516UaF1169gFdfBV5/HXjkEe90TWrjs2EVFk47HztmJSznOlAvdE1q4yjTNcmrLt1THmsak0x7+/btRmiapmuSV126vvfK5LKvvQa0aGGNJnqla1Ibp1Wyj0m29+8HHnvMO12T2jjKdE3yqkt3uyavgQ8SdZQB1FV60CRdk7zq0vW1V5beY6obpmd5910ge3ZvdE1q44zK9V13HfDVV8BPP3mna1IbR5GuSV516f7rs5LGgQkSBUEIIJxiXrwYeOopoF493UdjJhxNLFAAePhh4NAh3UcjCIKHBCZIzM8F7QZomqZrklddur71um4d0L8/UK0a0K+fd7omtXFmiIsDhgwBNm/O9HmQNg6mrkledenm1+Q18BtXBEEIELwtXXYZ8McfwJ9/Au3a6T4is0lMBNq0scr18YfrQwVBiHqM2bgSHx9vhKZpuiZ51aXrS6+ffGIFiPff73iAKG0cBilL9nGNKNeKeqFrUhtHga5JXnXpxmvyGvgg8TDzqBmgaZquSV516frO665dVsqbUqUiKg2XZV2T2jgc6tQB+vThpxjwyive6ZrUxj7XNcmrLt3DmrwGPkgUBCEg9OwJ7Nljpb0pUkT30QgpYV3nGjWAgQOBNWt0H40gCC4TE6R5dRM0TdM1yasuXV95/fVX4LPPgKuuAm65xTtdk9o4EnLntlIRsWQfK7KksaRd2jiYuiZ51aV7niavgd+4YkJmdBN1TfKqS9c3Xo8cAerWBXbvBpYtA8qX90bXpDZ2CgaIXKPIkn3/93/e6ZrUxj7UNcmrLt1TUnHFHebNm2eEpmm6JnnVpesbr0x3s3Ej8OKLrgWIqeqa1MZOMXSoVabv8ceBHTu80zWpjX2oa5JXXbrzNHkNfJAoCEIUM3++lTi7eXOgWzfdRyNkROHCVh3tffuAHj10H40gCC4hQaIgCHpJSHC89J7gATfeCFx7LfC//wETJ+o+GkEQXCAwaxIPHTqEAiwdFXBN03RN8qpLV7tXplN58kmgb19g8GDvdE1qY7fgfb5WLaBoUWsdaVK1CGnjYOqa5FWX7iGPNY1Zk3j8+HEjNE3TNcmrLl2tXtevB557DqhaFXj2We90PSaw/Yk7MV96Cdi06YzzJ20cTF2TvOrSPa7Ja+CDxLVr1xqhaZquSV516Wrzyjx7XbsCx44Bb78N5Mnjja5JbeyFLs9hy5bAqFHA3Lne6ZrUxj7RNcmrLt21mrw6EiTedttt+PDDD907GkEQjKE4cyL+9puVQuWii3QfjhAuXENqryXNRMk+QRCih0wHiZ999hl+/PFH+JUcrClqgKZpuiZ51aWrxevu3ajIkacSJTIs8eY0xrSxl7rMb/nUU8DixcCIEdLGAdU1yasu3RyavEa0cWXz5s24/vrr0a5dO9StWxf33Xef7zauCIJjMEEw6waz6kfAWfTlKkwasRg9a/2CmGyO72FLm+XLgTlzgM8/B26/3TtdwT24lqpBA2t9Ius7c52pIAi+JqN4LcOQlTFk586dMXr0aPz888+p/s2IESPUj83Bgwcxc+ZM9Xv+/PlRr149xMfHJxeu5kGVLl36jKSRDD65YNOej2c03axZM6xevRp7WMeV01PFi6NatWqYM2cOTp8+rZ7j49jYWPz1118owVEJQL1u69at2LJli3rMnUJ8/8WLF+Po0aPquXLlyqFkyZKYz/xsSdSvX18d43oupgdU1vOmTZti1apV2Lt3r3qOr6lSpQpmz56NHTt2KM3q1aur413OD74kmjdvrhqex0EKFiyIOnXqYNGiRTjGNVhgvuDyytOCBQuSX9egQQPVfhs2bFCP6a1JkyZYuXIl9jEnWVJG9rZt2ya3MalRowZiYmKwYsWK5OdatmyJjRs3Yvv27epxoUKFULt2bSxcuDB5cWzFihVRuHBhdVw2DRs2xP79+9VrSe7cudGoUSNMmjQJefPmVc/x/PG1s2bNSn5drVq1kJiYqNrLplWrVqo92VakSJEiqFmzpmr3kydPqucqVaqk2ofnx6Zx48bYvXu3+ju2cZ48edRxLVu2TLUPKVu2rOpL7A829JeQkKD6DWGbtGjRAuvWrcPOnTvVc0WLFlXtxf7HtiSVK1dWfXX51Klo+uCDOJ0jBxKXLMHOvHnVlyRC7zw/S5cuVTvQSFxcnDqOuUlrsQjPM72tSaptmz17dtUf+JieSLFixVS/4et4vKRq1aqqv9h9lLD/8fzZF7GT11Oe03lxzZ0l8O/pW5B3zp/oijHwkn/btsWJZs1QBVDXE/sOcft64v2AWvb1VKpUKXX+3bye2Lft7+P29UR/Bw4ccPV62rVrl7p+7OtpEwM4nns3rqelS5HnscdQp1s3HLjjDuSYPBlLGCwmwfsYX+PW9UTYnimvJ7Y139/N64n3ZrZxep9PbGcbpz6f2H87dOiQ5ueTG9cT24te0/t8cuN6+v3335M/39P6fHLjetq1a5dqq7Q+n9y4ntj+F110UaqfT0uWLHH8esqQUAaMGDEiNGjQIPV7//79Qx988EFGLwnFxcWFvGbGjBlGaJqm67km+7dVkTYUuuKKUCgxMbB+H63/l7KZK/vJUIECiaF/Vx0OhQ4d8uxH+nFAdR94wLp+PvzQU1mj2lj6cWB1Z3ismVG8luFI4vfff6/+5SgSI3dG7Yz4Of0sCIGD/T17duy94AIU/eUX4IsvgDvuQNCY9d5SvLGkDS4osBjXPhOLp/rUwiNP5VP2BSEiXn4ZJ7/7DrG9egFXXsnhLd1HJAiCWxtXpkyZon44ncu1iH369PFlgMhhcRM0TdP1VJPTTdxxe+GF2DdsGMWtkmNJ07NB8Xvy8El0fiQXciAB73yaD9ffkAM33wz88APw3XfwDOnHAdUtUgR7mPuSU6A9e3oma1QbSz8OrG5xTV4DX3FFECLmm2+goiXWpH3kEW7pB+66C+BGrQ8+QFAYfNlfeOb3dujf9k8M+Lu9eo7Lglg4g6kKuWyoUCHdRylENfxYYcm+n34CuJb9iit0H5EgCCZXXEm5ODTImqbpeqppD6Ndd52ly2nmyy8HmBt00qRA+F396wYM+r0lasWuRd/x5ydrli4NcPB02zagTx94gvTjAOtyofybb1pl+phs+8gR9zVNa2Ppx4HUnaPJa+CDRHs3WdA1TdP1TJM7QydM4LY/VWpM6WbLBrz1FreNAV26WJVBothvKDGELrftxwnkxjsjjiBXwVxnaN5/v5ppx5gxwLRpcB3pxwHXLVcOePFFgLtQOf3shaYGTNI1yasu3dOavAY+SBSEiJg8mbmbgLPX21aqBAwaBKxbBwwciGhmbKdp+Gt/I3Sp9Tdad2twzv9nTMzqeLlyWYUzTpzQcphCkOjWDWjRAhg5EkiRzkUQhOggMEEi81GZoGmarmea9lTzDTecq/vYY0xKZVUGSZErK5r87li6C098XA9lYrZj6M8N0tSsUQPo1w9YuRIYMsSVQ0lV10sC3Y/9pmuX7IuJsb55JOUwdFXTY0zSNcmrLt1qmrwGPkhkUk8TNE3T9USTw/vjxjHTKTPPnqvLMkn8oCP8oHNxOsAtv491WIP9ocJ4o9cGFKpQOF3N3r2tKmuDB1ubWNxC+rEhuvXqWZ1q4ULg1Ve90fQQk3RN8qpLN1aT18AHiSkz2gdZ0zRdTzRZGYDZ7lNMNZ+j26gRwLxvXJDP3c9R5HfCgLn4cvP5uK70LNzwcssMNXmPeucdVvaxYuKkwg2OI/3YIF0OT7NMX//+QFLFENc1PcIkXZO86tJdpslr4INEQXBqqjlNBgyw1ijyA++ffxANHN5+GF1fKIsCOIg3fixvLTzMBK1aAQ8/DEyf/t8gqiCEDXMr8ZsHN3899JCVIkcQBN8jQaJgNvywYpmRChWs0cL04C5n7uxgOg9GUFHwQdfvyvnYfDoOQ25ZiLhmZbP0Wk43x8VZM4VJJV4FIXzatwc6dQJ+/x349FPdRyMIgknJtFk0m0XMg65pmq7rmosWWcEhK6ukWC+Vru499wCffGKV7LvtNt/6nfPBMrTsVAutCizF1L11EZMjJsuaP/4IdOxoDbJ++60jh5UpXTcJZD+OFl1WYWHWdq7r5YLXEiXc13QZk3RN8qpLN8FjTWOSaW/VMNShQ9M0Xdc17anms1LfpKs7YgRQrJi165kfej70e+roKTzwcE6r9N4nedMMEDPSZNGMm26ymoll+5xE+rGBukWLAq+9ZpW6fPxxbzRdxiRdk7zq0t3qs2mbwASJW7ZsMULTNF3XNTnVzNGMCy7IvC5ra3LUkZtdnnzSl36H3zAd8cero0/r6ajTsWpEmqNGWWX6mPKOqSSdQvqxobq33gp06GCNxv/2mzeaLmKSrkledelu0eQ18EGiIGSZNWuApUut+VTmc8sKrOl86aXA2LHAn3/CT6yd9A8G/toCNWLX4+nxrSJ+vzJlgJdfttYl9u3ryCEKJmNXMsqXz9rE4kHJPkEQDA8SCxQoYISmabquanIUkZxdZSUzuvygY/067tp88EHHSvZF6leV3rt5D44jD9555RByF87tiOYDDwBt2lif7TNmRHSIWdJ1g8D142jULV/eKtm3YYOVNcALTZcwSdckr7p0C2jyGviNK4KQZZjnhTmpdu2yatGFA6uwcMqZQ2zcDqyZDzpNRacP2qBzzSl4Z0VbR9+bVVgaNLDS3S1YEH6TCYKCm1d4DbJcH/OPNm6s+4gEwTjOM2XjymKXy6X5RdM0Xdc0ue5j1izgqqtSjXYyrctd0dwdPWwYsGSJVr87l+3C4x/WRemYHXj5lwaOa9asaaWIXL7cmn6OFOnHhuvaJfs4Ku9AyT5few2Irkledeku1uQ18EHi0aNHjdA0Tdc1TZbhS2OqOUu6dsk+liVxoGRfJH57XLUa+0JF8HqPdShcoZArmk89ZVUvfOEFa2QxEqQfi64amuZIPIemuevZC02HMUnXJK+6dI9q8hr4IFEQsrwekSOIV14Z+Xs1aQL07AnMmQOMHg0d/DxoLr745wJcW2o2bhwW+WaVtGDJPsbELNnHpZhulewTDOK554AqVax/uUZREATfEJggsVy5ckZomqbriiZzG3JHMncnp7FIOMu6AwcCFSsCTz8NbNrkqV+W3ntoUBnkxyG8Ma4cssVkc1Xz/POBrl2BqVOB997L4sFGoOsUgenHQdHl5i9WMuIICjtWmMvko8JrlOua5FWXbjlNXgMfJJYsWdIITdN0XdH86SdrWjiNqeawdJnOg7udIyzZF47f566ah02nz8NLNy1AuRZlPdF86aX/SvZt25bll4et6wSB6cdB0r34YuC++4BffwU+/9wbTYcwSdckr7p0S2ryGvggcT53yBmgaZquK5osHxITY5UTcVL38suBO+8EJkwAvv46rEPLqu7cj5bjtQVt0DJ/PLp+1toTTVKwIPDGG8CBA0D37mHJSj8W3XMzBTCxPTeD7d7tjaYDmKRrkldduvM1eQ18kCgImYIjfRytaNvWqpziNKzEwtJjjJz27YObsPRe54eyIwaJePejXMgem8WE4BFy3XVWTedvvrFqPAtCRLDUJTevMEB84gndRyMIggSJgnEwQDx+PN2p5ojgSAhrO+/YYc3FusiIm6Zj8fEaeOqC6ah7Q3Xo4PXXrZJ9nGF3smSfYCi33QZccQXw0UfAH3/oPhpBMJ7AJNM+cuQI8nFdWMA1TdN1XJPl9D77zNpcks4C4Yh0eUlddpn1IffXX8CFF2b6pZnVXTf5H9S9uCTK59yGxTvLZqqySqSaacE9B6yu9sgjVtDola7R/TjIuhs3AnXqAKVLA/HxQN687mtGgEm6JnnVpXvEY01jkmkfPnzYCE3TdB3VPHnS2rTStGm6AWLEumeX7OPIZSbJjK4qvXdTUum9lw9EFCBmVjM9mB6ydWsr+8/Mmd7pGtuPg67LLAFMxLl+vZU1wAvNCDBJ1ySvunQPa/Ia+CBxPW8oBmiapuuoJkf1uNMiE1PNEesy7xtr0q5ebX3gZZLM6H7cZTom7WuM+6tPxYU9GkV2nA545R6gd94Bcua0AkbG4l7oGtuPTdB99FEr/+jw4cCiRd5oholJuiZ51aW7XpPXwAeJgpCpXc2Euy28gAm2WVFi6FBg6VJH3nLn8t3o9X5tlIrZiWG/1INfqFXLShHJUthOlOwTDIeVjOwknA5UMhIEwfAgMSeHMQzQNE3XMU2WBmEpPhYg5o8XunwPftBloWRfRrq9rlqFvaGiGNV9LYpUKuyrNu7TxwoWn38eWLXKO12j+rFJug0bAo8/DsybB4wa5Y1mGJika5JXXbo5NXkN/MYVQUiXGTOACy6whrtefNFb7V69rNQ43NXB3R1h8uuL83BFv6a4uuQc/LitWZYrq3jBtGlAmzbWXp3Jk62paEEIG1ZhqVcP2L7dGqbmekVBEBzDmI0rqzIzdBEATdN0HdO0p5ozmfrGUa+DBgEVKgB9+wKbN4ele2TnETw0oJQqvTf6hzhHA0QnvXIDC3c6//03MHasd7rG9GPTdLmzmZvAGCxmUMko6r1Gga5JXnXprtLkNfBB4l7W4zVA0zRdRzT5wfL999aOZi6G90rXJn9+4K23uG0N6NYt3Q+6tHT7d5iLjQnl8OINC1C+VZyvz+uQIUDZssCTT1oDQF7pBr4fm6rLGuv33AP8/DPwv/95o5kFTNI1yasu3b2avAY+SBSENFmyxEqnwVFEpqfRwZVXArffDowfD3z7bZZeOv/TFXh1fhu0yLcU3b4Ir/SelzC5Nkv27d8PPPaY7qMRAgF3ObNCEjvUnj26j0YQjCEwQaJJhbhN0nVEk6OIJAtVVlzxOnIkUKSIld4jjZJ9Z+smHE9A5wd5oSbinQ9jXSm954ZXNjXL9n31lZWa0ivdQPdjk3UZIPL62bXLGqL2QjOTmKRrkldduiU1eU0L2bgiBB+modmyxZr7ZGoNnXzwAdCpk7XbmckFM2DYVX+h98R26NvqLwye0Q7RBJu8dm2gYEFg+XKgQAHdRyRENfyo4og8S2tOmgRcdJHuIxKEqMeYjSuzZ882QtM03Yg1162zpps7dsxSgOia1/vusz7c3n0XmDIlXd31f21C/4nNUTXnRjz7Uwt3jsdFr3Fx1vpE3n/69fNON5D9WHStpSJc28vNLKxkdOyY+5qZwCRdk7zq0p2tyWvgg8RE5qIzQNM03Yg1w5hqdkQ3vQ86FjvOnTvVkn22LkvvPXTjLhxDXrwzZB/yFM0Tlee1Sxfg/POt7D9n3/ukH4tulqlUycoWwC9//NcLzQwwSdckr7p0EzV5DXyQKAhpBoncXXzJJfANVasC/ftbGacHD071Tz59eDp+39sEnapNRftekZfe0wXzJHLQlIO4nGE/dUr3EQlRDzevNG4MDBtmzRIIguAagQkSq1evboSmaboRaW7bZiXR7tDBGrnzSjczsJJE/frWfCyTBKfQ3bViN3q+Uwsls+3CsJ/runscHnjlukSmiIyPtz7XvdINTD8W3TPhNw5+8yAPPJBcySiQXn2ma5JXXbrVNXkNfJCYQ8OGBB2apulGpMkyfGFMNUesmxlYeokfdAkJ1hBb0hQDdR+/eiX2hIrhtUfWoGiVIoE4ryx0w2qInCFcs8Y73UD0Y9E9F44ksjb63LlWvqUge/WRrkledenm0L25Mpwg8dChQ/jll1+waNEi+JXl3D5pgKZpuhFpsspKbKw1kuilbmZp3hzo3h2YOdOqKgHgq6cm4ZP1rdGhxFzcOrKV+8fgkddcuazN3CdOWOsUuVFV+rHoRsTAgdYaxWeeATZtCrZXn+ia5FWX7nJNXsMOEvfv34+LL74YCxYsQO/evTGSuaoEwe8wD+Gff1prEZmDxa+88AJQvjzQpw+OLFqDwe81QT4cxpvfl/FlbeZIYE1n7tXhaWEmIEFwpGTfkSMZluwTBMGlIHHZsmUYMGAAnn76aQwfPhwTJkwIU0oQPIT9lFO5YUw1ewo31bz5JofrMaDlL9h4ugJeuG4+KlxwHoLI0KFAmTLAE0+w/FRO3YcjRDuXXQbcdZe63osxd6IgCHqSaa9YsQLPPfccOnbsiLt4Ufosmfbp06eRPXv2wGvedBNQuXIiXn7Z++WkUdXGN9xgrUnk5pUwMth77XXh5X3Q7LcX0DjvKszcV9OVyip+8cqqhOzHt9ySiC+/lH4suhHCKiy1aiG0bx+y5XEvVVRaJHbtipiUO7I8QvpxMHVPe6yZUbyW6RWSkyZNwurVq1Gc5ZHOYsSIEerH5uDBg5jJdVZqoCQ/6tWrh/j4eBw+fDj5oEqXLo158+Ylv6Zu3bo4fvw41q5dax1Yjhxo1qyZ0tyTVKuT2tWqVcOcOXNUQxI+jo2NxbRp01CEJc8A9bqtW7diC0s+gJUeCqj3X7x4MY4ePaqeK1eunCp/M3/+/ORjqF+/vjrG9azzq/YW5ETTpk2xatWq5KLbfE2VKlVUwkseFzW5G4nHm3ItQfPmzVXD8zhIwYIFUadOHbWu81hSEtjy5csrT5zKt2nQoIFqvw0bNqjH9NakSROsXLkSGzYcwrffNkOePCG1HGfRIquNSY0aNRATE6OCeZuWLVti48aN2M5KI6qmbiHUrl0bCxcuVG1NKlasiMKFC5+x3rRhw4ZqmQFfS3Lnzo1GjRqpNubxEJ4/vnbWrFnJr6tVq5bK8cT2smnVqpVqzx07dqjHbK+aNWuqdj958qR6rlKlSqp9eH5sGjdujN27d6vn+Jo8efKo4+LINtuHlC1bVvUl9gcb+ks4eBCFJ07Ekfr1sWLDBrQoWRLr1q3Dzp071d8ULVpUtRf736mknCyVK1dWfXVJUkqNffv24ZJLLlGv2bx5s3oub9686vwsXbpUrdMlcXFx6jjmcgF9EjzP9LYmaYcGL3j2Bz6mJ1KsWDHVb/i648cT8OC6viqH4rMv78Oc+f/5Yf/j+bMvYjeup99//131jZTXE9vZxunrqU6dVWjTpgS++qooLrtsG+6/v4y6nuz8YG5fT/wbvobnmJQqVUqdf/ue5cb1xPc5wQWZKa4n+jtw4ICr1xM98m/s62nTpk3qb7J0PSUkqH5D2CYtWrTI8Hri+7Mv2dcT4X3MrevpvFdfRbGPPsLJY8dgj3vw/bPHxOBQ0nVinzOeB/t85cieXfVn6ickfabw/OTKlSv53Kg+nz8/TicmJvf3bNmyoXChQkiYOxeh0aMx5+qrUaxs2TQ/n9y4nnjMl112WZqfT25cTzzXbMPUPp/cvJ7+/PPP5M/3tD6f3Lie9u3bp66dtD6f3Lie+P/btGmT7ueTk9dThoSywKpVq0L169fP8O/i4uJCXjNjxozAa06cyLuf9fPjjyHPiZo2/v57q5FefdVb3TB55RXrcJ96KoraOEI2bw6F8uY9FSpfPhQ6dMhbbVPa2DRdLV5fesm6eHlz9hhj2tgwXa81M4rXMpzrGT16NJ599ln1O7+t8JuEoIcUX0jUxl0hDezG8ft6RAD8Qv7cc0CVKlZ+bVM47zyga9dN3JSKpNuLIEQfXNZC5IYsBJQMg8ROnTqpoeTWrVujX79+eJOL7H0Ih4ODrskgkbO9Vaocx/jx1r4ML4mKNubwPBuHedQqVPBONww4BNG1K8AZJlbq43KqqGhjh7j33mNo1QoYNcpKd+cVJrWxSbpavFavjuP8hsf1z0lTzF5hTBsbplvQZ9k4Mr1xJSvo2LgSdHiWSpSwRpyY9m/AAGDyZKB9e91H5jP++AO49FIrtQzzp/mYzz6zNmbed5+5KWG4VKtRI7XvAFxSyRzjghBV9OsHvPgiMGWKledJEKKIjOK1wFRc0ZHo20tNTktyv0GLFvxAXallhiMq2tihqWa3vXK9fY8eVuD/yive6aaGriT51K1TB3jqKasE7/Dh3uma1Mam6OryuoqdWMMN2aQ2Nkl3kc+KlgQmSLR3ZAVV016PyCId5523T40ofv99cjU3T/B9G7MxfvhBTQGpoSmvdMOAeQIZKDI3fbFi3ummhg7NlLoc8K1RwyqgkbQZ2xNdk9rYBF1dXvdyWQt/eEP2MKG3SW1sku4xTV4DHyQGnZRBYrZs1kAZMyikyHoizJ5t5UXkYnI2ko9nxD/6CLjiCuD223UfjX5y57ZK9jHrxUMPSeEMIcqwb8j//AMsXKj7aATBUQITJDKnU5A1Gf8ULgxUrWrp2pvq+OXVK3zfxnZjOLCr2S2v3KTC2sWsKPbWW+fGsr5vY5d027YFOndmPlYrgPZK16Q2DrquVq/2PcfDG7JxbWyIbnlNXgO/cYUJUpkANYia3LDLDU/8IP31V0s3Z85cKo1IgQLAypXeDJz5uo3ZjTnNzKF65lWJifGlV66/e/lla/1dr17e6aaHDs3UdJmLl6sE2N+ZczeMQjlh6ZrUxkHW1eo1Rw6r3iQ77dKl3uma1MaG6J7wWNOYjSsps8IHTZP3HE7FcarZ1mUM1LEjwMTtKZLYm9vGbCQuaOM3+ggDxCzpZgGuR2Zw2KQJ0L27d7oZoUMzNV0WVHj9deZjBXr29E7XpDYOsq5Wryyjxhsyt+snVdPwRNdjTOpPunQXaPIa+CDRlPWIKdEx5exbHJxqdgOmUON0Knn3XZbJ031E/oQ1na+5Bvj8c+Dnn3UfjSBkAQ1TzoLgNhIkRlGQ2KzZmc+3a2etU5R7UtKNmdWAOCfvQ5gwmpuMOMXMvIBC6nDZxOjRrFFtJRpPUXZXEPzNxRdb63/khiwEiMCsSWRhdBa4DqJm3bos5m5tnjtb9+67gU8/BVjrPIICI9HdxkwiWbmyo1mpnfTKc8NUaqVLA/Hx1qYVL3Qziw7NjHQ57cwpeQbVTudPlDYOpq4vvDJdwf/+B/DzLy7OO12T2jjgukc91jRmTeLBgwcDqcngcPlyK4l2arr2lDPTAxrbxi5MNTvllV/BHn7Y2tU8Zkz6AaKTullBh2ZGumwz9nnmkXQ6zZO0cTB1feHVvgd5cEM2to0DrntQk9fAB4kbOJoUQM35861AI+V6xJS6l19u1fz1Itm/b9uY5vPls8rxeambCTiowLV199yTucPzbRt7rMt9AFy7yT1IXMvJHc9e6JrUxkHT9YXXK68EuDPVgylnY9s44LobNHkNfJBo2qYVG45MMSnztGnArl0wjx07gBkzrJszo2UfwTKKjz0GFC/uXcm5IFGvHtC7t7Ur/NVXdR+NIGQCrknkt8G//rJuAIIQ5QQmSIyNjQ2kJpNoczSlceO0dTnDwYp0P/5oYBuPG2cNtTq8q9kJr08+aQXuDHAYKHqlm1V0aGZW99lngWrVgAEDgHXrvNM1qY2Dousbr7wXMZ3BTz95q2tSGwdYN1aT18BvXAkq5cpZm3YXL077b5iEmDlcL7sMmDABZsFh1MmTrWisUCH4BR4SNzvynPzyi6+rBPoeDsq0bw9ccgnw22/SloLPYVH2UqWAq6+2vsQKgo8xZuPKSpYdCZjm1q3WJrmzp5rP1mUSYn6Isiawm2tefdfGBw78F405HCBG4pVFXx580Jr9Tq30nlu64aJDMyu6TPXUqZPVvz/5xDtdk9o4CLq+8cppA6bi4jeaI0e80zWpjQOsu1KT18AHifs4nBYwzblzrX/PDhJT0+UMx8mT7iYg9l0bc9iUOxpcSKAdidfnn7emRgcNsjLzeKUbLjo0s6o7bJg1Ws6UOJGuvZU2Dqaur7zynsQyWZxG8FLXpDYOqO4+TV4DHyQGEa5HTG/TSkpYEYp4scvZN9Ash+ls8z5gyRIroOEa0h49dB9NcOCSCyYk516A1GpeC4KvsL+4GnVDFoJIYILEUlwDEjBN7mzm7mUmYs5It2xZoFUrYOJE6wts4NuYc7ocNr3gAmv9j1e66cC16g88YG0iCrf0nq/a2Ge6t9wCXHWVlTz+11+90zWpjaNZ11deuZi8aVNrtoNTPF7pmtTGAdUtpclrWsjGFZ/CQINrDRs0AKZMydxrOILFlCHcVMcP00DDrdwcQRwxAujZE37gtdes0cPHHwdeeUX30QSTTZuA2rWBEiWApUut9JiC4EsGDwaeecaacmZCW0HwIcZsXJk5c2agNFevtjahpDbVnJau2zMcvmpj26QL6xHT1U0neOHnQcWKwMCB3uk6gQ7NcHXLlwdefNEqdci0OF7pmtTG0arrO692OSyXbsjSxsHUnanJa+CDRJPXI9pUrWolIOYgW0ICggs3q4wfDzRsaEVlmrFL73Ej49tvy+iW2zzyiHVdcBB5wQLdRyMIaVCzpvXDNDhciyIIUYgEiT6vtJKyZnNm4MAa03SxAktg4fz73r3/fVPXzFdfWUuP7rrLyosouEvKkn1cAxroL0RCdMN7FKtC+Wx0SBCMCxJr1KgRKE0GiUz5wem1rOjacZMbpUN908a2OZemmtPUTQXGqt27A8WKWSNbXuk6iQ7NSHXr1weeeAJYuBAYOdI7XZPaONp0fenVvke5cEOWNg6mbg1NXgMfJMZwWCEgmtydzAornFJLLRFzerr88KxUybonOb0lyRdtzB09P/xgza2fve3bTd004EahnTutAJGbKbzSdRIdmk7oPvec1Q3474YN3uma1MbRpOtLr02aWDudXbghSxsHUzdGk9e08NfRRMCKFSsCo7lokbXsLq31iOnpMqjkl9fNm4H58wPYxswwvmWLNWTqYn22zHhlubj337fKxd19t3e6TqND0wldVrThGlBmQ3roocx/BksbB1PXl17tGzK/xaRXW9VpXZPaOGC6KzR5DXyQGCTCXY/oxZSzdjyYas5q6b0xY6SesC4uugi47z6rAtpnn+k+GkHwdspZENxGgkQfB4nMxRoOTKrNfJyBuydxqIjpJJg5PCvbvl2AaVjWrLHSsFSpovVQjIc5KTnVz3SZ3LQlCL6idWtr0XLgbsiCCQQmmTZtZPN4OMctzerV/8uVGK5uly7AO+9w6NrKwhCINl62DKhb18o3M3q0d7pnER9vld3joXD2O5zKKuHouoUOTad1v/gCuOMO4J57gI8+8k7XpDb2u66vvd5/PzB2rPXNkgtpvdI1qY0DohvyWNOYZNobmV03AJrcLcv7SHoDZZnRdWPKWXsbezjVnJZXpjvr3Dmy0nvh6LqJDk2ndW+7DbjySuDjj4Hff/dO16Q29ruur726MOUsbRxM3Y2avAY+SNy+fXsgNDkyRdILEjOj2749UKiQs8n+tbcxzbBW4YUXequbgjfftBKdP/ZY+MsBwtF1Ex2aTuvyizfPDWudcxPL0aPe6JrUxn7X9bVX7m7Ln9/RIFHaOJi62zV5DXyQGBQi3bRiExsLXH01MG+etdM56uG3KybFu+YaIGdOLYfAdnz6aaBCBWDQIC2HIKQDi++88AKwfn1kpREFwXFy5wY6dLCSam/dqvtoBMG8ILEQh80CoMkgkTFQgwaR69ozHEwrGPVtbJvwaFfz2V65crdbN+DwYWs3MwcFvND1Ah2abukysTlHeIcPt75TeKVrUhv7Vdf3Xu17F8v0ealrUhsHQLeQJq+B37gSBHgmSpe2qqzY086RwFrCxYsDLVsCf/6J6KZtWyvx465d1pyix3z9NXDLLdbmCEm14m+YZ5SBIkt7z5rl/LpRQQiLgwetbfi8l2W0cFYQPMKYjSsL0xo2iCLNf/6xqndklN0ls7r58gGXX26VOnYiNYi2NmajsBj1FVd4FiCm9LpvH/Doo0DRosCrr3qn6xU6NN3UZXD4+OPWd4pRo7zTNamN/ajre68FC1prE5mFnzcVr3RNauMA6C7U5DXwQeJx1rKLcs3MrkfMii5nOLgTd/z4KG7jH3+0hlk9TKCd0utTTwE7dlhTmKyn7ZWuV+jQdFu3f3+gcmXg2Wet5axe6ZrUxn7TjQqvvIclJAA//eStrkNERRtHue5xTV4DHyQGATtIdDJPNPd5ZM/u7C5nz+HBc86QO3E85u+/rVQ3rOxx772eywthwgFnluzjLueuXZ2vYy4IYXHttSzOG+U3ZMEkAhMkVuTWxijXZJDIGQk7mbYTupwibdfOWgJz6FD0tXElViqYNMmK0goX9kyXXvmFjqX3uDGRAYcX+U2D0I/9osuZPSbX/uUXK9m2V7omtbGfdKPCK6ciWIHl11/Tz9PktK5JbRzluhU1eQ18kFjYwwDCDU3OQHANVbNm1hdNJ3U5w3HihPVhGW1tXJQ7D06e/C87uEfQ6+DBVtUbTl06VCQhU7peo0PTK10uEeDmrR49gD17vNM1qY39ohs1XnlDZvF3Bope6prUxlGsW1iT17CDxMOHD+Paa6/FZZddhqZNm+Jvzr/5kEXc0hjFmqw4xy+WmcmPmFXd666z/o10hkNHGx9kjTUO4XXs6Knud9+twpAhVioiboLwimjvx37TZYA4cqS1Kf6JJ7zTNamN/aIbNV7ttdUR3pCljYOpu0iT17CDxE8++QS33347fvvtNwwdOhTPP/+8N0dmGG6sR7SJi7OCzwkTrBHFqOH4cRRh8tlWrazcQB7BjT5DhlRRo7tcj6gpd7fgEExbxF3+H35orVwQBK0wGz+Lv3PzyqlTuo9GENIlwwxiXbnqO0W5mLJly2b0EsFnQaL95ZXl5PghycT/0cDJiX/gr2OtkVDrIWCid7rTpwNLlxZQpfc4/S9ENxyIfustoG5doEsX4L33ArPKJl22bGGuVDO8Rh28IXPrPdPhXHqp7qMRhMiTae/duxetW7fGuHHjUK1aNd8l0z527Bjy5MkTtZr161upszJTQi8cXa6tq1EDeOABa3TM720cSgzhqlJz8fNul6LmDChXLhHLl8e4VlklqP3Yz7pcn8gp58cfP4VXXskZaK+8j9Spw3txIhYujEGuXPAU6ccZsHy5dYJYaJzfYLzSNamNo1T3mMeaGcVrmapFcOrUKTXlPGDAgFQDxBEjRqgfm4MHD2ImpwnB8mX5Ua9ePcTHx6v1jfZBlS5dGvNYWDiJunXrqvxAa9eutQ4sRw40a9YMq1evxp6kFefFixdX+nPmzMHp06fVc3wcGxur9ApyazA4+tMMW7duxRZ+lQZQoEAB9f6LFy/G0aQdZeXKlUPJkiUxn7tFkqhfv746xvUs/gpOM+ZU6zBXrVqlgmTC11SpUgWzZ8/G/v37lWb16tXV8S7nhZ9E8+bNVcPzOAj/rk6dOmq9ATsBKV++vPI0bdoiLFvWHG3b7sXRo3lU+23YsEH9Db01adIEK1euxL6kBKx229htTGrUqIGYmBisWLEi+bmWLVti48aNyQXDq1ZthHHjcqNLl4U4dep48k4qLpRNuQ6iYcOGyhtfS3Lnzo1GjRphwYIFSoPw/PG1s7ixJIlatWohMTFRtZdNq1atVHvuYKJBAEWKFEHNmjVVu5/khhTuYK5USbUPz4/Nmo9O4efdbXFp8Zlo9mAJ1Q5sL55Tu/143EWLFk0+X4Qj3TwG23NMTDZUrlwFO3fuVO1K8uXLhzJlyqg2tvtRiRIllM/NSVF6nTr/Ijb2fPz7787k5/LmzYsGDRpg6dKlOJS0VTwuLk5pzk1RIofnmd7WrFmjHmfPnl31Bz7enZTVvFixYqrf8HUJnNdW56eqOkYeqw37H73YF7Eb19O0adPU+6a8npZxkWwSbl1P9ErP9vXE80YivZ7YT214vuzriaP0NWvWx8iRedG69QaUKmX1kVKlSqFy5cpZvp5YPqt27doq+a2d2yyt64nnwT5f9vVEfwcOHHD8eqpYsRK6dCmBQ4eyY8WKGHTrthmjR5dUfW/Tpk3qb/ghxOPiebavC/Zj9iXeX23oj/2T/YawTVq0aIF169Yl91Neg2wv9j9+Vtjnh36WLFmS/F68j/E1bl1P7Jd8r5TXE9uaz7l5PbFv0W96n0/nXE/58qFE+fLI/vXXWN21K+rWr5/l64l/e/HFF6f5+eTG9cR2Yd9J7/PJjetpypQpyZ/vaX0+uXE9HTx4UPXRsz+fGjdu7Nr1ZB9XyuuJ7cm+6sb1lCGhDEhISAjdfPPNoREjRoQyS1xcXMhrZsyYEbWaf//N0dxQaOhQd3X79bN0qOfnNt69ek+oRLadoeLZdoV++/KPkA509CdduiZ5nT8/FMqePTHUrBnvbcH0+uWX1nV+yy2hUKVKR0KxsaHQ8uUhT5F+nAn69LFO1PTp3uqa1MZRqDvDY82M4rUMF6yMHTsWP/74I7799ls13XyDx6lITMDt9Yg29qn7/nv4msevXI5doRIY+dAq5C/nfZ1mIbhwv8Ctt25TtdHfeAOBg4M53btb+VFffx3o02ed2hvBfJ9JA0uCX7B3Ofv9hiwYTYZBYufOndXQL6ek+POdTzPFc8g5WjW5oYSL65s0cVeXNW25sY73pHAqUHjRxpOGLcBH61rj8mLzcMcb52s5r8QkXZO8km7ddqJSJeCZZ6x66UHy2ru3VUKSq3+Yt7lZswQ8/LBV+jzctcjhIP04EzRtaqWeCPOGLG0cTN3cmrxGvHElK+jYuBLNMHDjcov4ePe1evUCXn3VStzNURU/cWzvMdQrtRPbEopj2ZS9qNimnO5DEgLKb79ZaXG405+ZSLyopuM2TGHL6koXX2xVWLI9cYlU7dpWxSUuCZMEFT7i0UetIW2ud+PuRUHwmIzitcDkR0i5KDeaNLlml2tfszLVHIluJDMcbrfxwA6zsS6hAp6/Zm5ygKjjvJqma5JXW/eyy4C77gImTgS+/NIbTTdJWUJyzJj/AkTq8gvom29awSJjEi+Qfuz+DVnaOJi6yzV5DXyQaO9qijZNe9NRVoLESHTPP587ecNL9u9mGy/6chVemd0aTfIuR/evWnuimR4m6ZrkNaUup2RZGpz5MJM2h7qu6RYvvmiluRow4MwSkrbutdcCN95oXfc//ODqoZyha1J/Cou2ba0FpGEEidLGwdQ9oMlr4IPEaIXrEb3YtGKTPbtVpo9fVpJ24Wvn9MnT6NzJShnx7nsxyJE7U5mZBCEi+GWJSy+YeeLJJxG1MMOLXUKSy0nSghtZChUCHnnEGlUUfECOHFYEz+nmFKm8BMEvBCZIZF6kaNTkzmZOEbEahFe64c5wuNXGr986DfOO1kavZtPQ6PaanmhmhEm6Jnk9W5dTzix4MXYs8Oef3mg6CdPxde5s7VxOrYRkSt0yZYCXX7YqsfTt68rhpKprUn/y8oYsbRxM3dKavAZ+4wptZPN49Xmkmryxc7qLife5+9ArXdZv5ihKrVr/jWR6oZsa/0z/F3VaF0bJHHuxdFtx5C2eV/t5NU3XJK+p6XIAh1/SuNGUuWrdKHbgllfueeA6wx49rFHRjHR5z+HmFt5v+MPlJ24g/TgLMHk1b8hMP5GFDwJp42DqhjzWNGbjSsrM6tGiyeT9+/dnfao5Ul2W6Lr6amsUM6mIhie6qZXe63r9NhxBfrz9/K5zAkQ3NDOLSbomeU1Nt3JlYOBA63p84QVvNJ2AhRY4IsjsCM8/nzldFkx65x1rxJEjkElFWhxH+nEW4LeSK68EZsywdjJ6pWtSG0eR7ixNXgMfJEYjXiXRTm+Gw4tF7GnxZY+Z+HlXM9xdeRou7ZPJJJGC4AI9e1oDOZyOTVH5yrdw/odrC1lJjqV/s1JjvGZNK0ck1yUPHermUQpZuiHzpI4bp/tIBOEMJEg0aNNKSvjFlSOKunKj7123D4+9UQ3Fs+3GiIm19ByEIKTYP/Dee9Z0LEfYkkrv+pZvvwV+/BG4/XbrWs4qffpYuRM5crpypRtHKGSJq66yhnd9WqxCMBgdtQDdYN++fVGn2bx5KFS8eCiUmOitrs0117CObSi0e7e3uuT/qk1RZUs/6TLVM82sYJKuSV4z0u3VyyqnO2qUd5pZf69QqHTpUKhIkVBo+/bwdVkymF7btAmFTp927PAy1DWpP2WJK64IhXLksE6wl7omtXEU6O7zWDPi2s3RQqKGwqSRaHLzyKJF1ihiVteoOuWVMxwcMWHFCS91Jw9fiA/WtMGlRefjzjcv8EQzq5ika5LXjHQHDQIqVgSeftpa8+eFZlZ56ilr6drw4UCpUuHrctNK167A1KnA++87dngZ6prUn7J8Q05IACZM8FbXpDaOAt1EnxVZD0yQuGrVqqjS5LonLhoPZ6rZKa/XXGPlTczsDIcTuiy916VvEeTBUYz5tgSyxWTz3Xk1Tdckrxnp5stnrfHjWj/WPHYq94NTXqdMsTaetG8P3Hdf5LovvWSV6WOeyG3bHDnETOma0p+yRMeO1ohBJm/I0sbB1F2lyWvgg8RoQ+d6RJvixa2E/6xjyw9FL3j+6tlYe6oiBl01B5XblfdGVBCywBVXAHfcYY2wf/01fINdeo9rid9+25l600yuPXo0qzwA3bs7cZRC2HBY+IILgF9+sdLiCIIPkCDRwJ3NZ89w8MOH9yW3WfLNagybeQEa5VmBHt/8V3pPEPwGcw6yWhoDp3374As46sdBhv79gWrVnHtfVmC64Qbgm2+szTCC5hvy0aPWN3dB8AGBSaYdbTANBZefMDebTrjuqnx5a+Tks8/cLb3XquhKzD9SE3M+WY0md8mOZsHffPSRNaX7wANWNROdLFsGNGpkJcCfN+/cyiqRsnWr9d4FC1pa/FfQwIYNVuLOe+6xOqAguIwxybTXa6h7Ga4mE2hzRCDcUUQnvZYrBzRrZk2tZZRYNxLd0bdPw9wjddCzydQsBYg6zqtpuiZ5zYouP6cvvthKjfP3395opgbXsXOamV8qUyu954Qu1yUyZyI/K5hDMVKkH4dJpUpWws7x44FTp7zTNamNfa673mc1vAMTJO7YsSNqNOfOtf4NN0h02itnOA4eBCZPdkd308wtePq7JqiYYzMGTmzm+/Nqmq5JXrOiyzV/Y8ZYtdUZpHFZhtuaqcH1hyzGwfJ7Wb1nZEWXHrkkjmsUZ87M+nGGq2tKf8o0nPvnGocMvplIGwdTd4cmr4EPEqNxPWKLFvAFvCeFUV8+06X3Hr5uiyq9N2bADuQrmc95EUFwiapVgQEDgNWrgRdf9F6fZTOZ8oYj/m6VDDy7ZB8TizNgdKtkn5DJclhu3JAFwdQgsUiRIlGjySCRN2LOKnipmxY1aljrkVgRKr1KE+HoftVrFibsbI47K07H5c80jYrzapquSV7D0e3VC2jQABgyBFi61BtNG5beO3TISstToID7uqzCwhyR9DlsWNb1wtU1qT9lSJ061rcT1kxNJ2eetHEwdYto8poWsnHFY9jaZcoAcXHA/PnwDf36WSMlTKzb2qGNx/s27EfNqqdwOhSDFctCKFGruDNvLAgewyUiLVta073Tpln5Rd2G6fJuvBG45Rbgyy/hGUz0z00yXBrFfK7Vq3unLSTB4WMWEue8PzueILiEMRtX5muIuMLR5G5iLjmIJPWNG14zM8ORVd0nr4jHzsQSGPHAirADRB3n1TRdk7yGq8vNXUyHM2uWtU7RbU3mLeQoYuHCwGuvZV0vXF3CPIycdmawyGnncIYRpB+7f0OWNg6m7nw/jR4FKUg8qWEBTTiaTqxHdMNr48ZWKhyOXqT1oZAV3b9GLsL7q9vgkqLzcfeY9Evv+e28mqZrktdIdJ9/HqhQAejb19oF7KZmnz5WBZRXXgFKl86aViS6NpxN6NLF2jsxdqx3uib1p3ThKAKnnNK5IUsbB1P3pM8WAwcmSIwW/JJEO7WdnPzyunEjsHhxZO91bN9xPNi7kFV67+viGZbeE4RoIH9+4M03rTWC3bo5V7LvbDidzdHKdu2ATp2gDabEYZzyxBNWrWjBQ7iLiDdkJtJl4kpB0ERggsRKzC8VBZoMErkAnZtFvNR1YoYjs7ovXjMLa05VwoAr56DKRRWi7ryapmuS10h1O3QAbrvNqkzy7bfOa3KKt3Nn50rvReKVJfveeMPK6/rYY97pmtSfIrkhSxsHU7eSJq+BDxILaigRkFVN7hxmtYSmTSNb+O6WV04xsZ5zWvXlM6Mb/+1qDJ1+ARrmWYle37WOyvNqmq5JXp3QHTmSOxCtvIUMoJzU5A7qlSuBZ591ZsNIpF6ZHotl+776ykq475WuSf0pTS680OpoaQSJ0sbB1C3os3JHgQkSF0c6R+qB5vLlwJEjkU81u+WVgWvHjlb6i9TKBWaky9J7ne89iUTE4N0xiciRO0dUnlfTdE3y6oRuqVLA8OHWFCw3oTqluWIFMHgwULcu8OSTER1ilnQzgqOJnP14+GFrqt0rXVP6U5qwtM411wALF1rl+rzSNamNfai7WJPXwAeJ0YDfkmg7ncf1zTunY/aRunis8VQ0vae248cmCH6BNZ3bt7d2AU+ZEvn7MR0ep5lZiY2l92Jj4RuYrosjnMzMwFRZgoYbMnMmCoIGJEj0EL9uWkkJa9VygX5aU85psXn2Vjz9TSNUyP4vBk3IetJsQYgmuFaQawa5dpBpYriWMBIYGE6fbm2I8WNavIceAs4/H3j99f/uY4IHXHYZkDdv1m/IguAQgUmmfeLECeTiHdvHmqywsmuXVWrLS92swoX5TN7L4yxbNmNdlt7rWHYOxu9ogYkD5+LK57JWn9lv59U0XZO8Oq370ktWhZLnngMGDgxPc+tWq+IRlyJxSUo4lVXC0c0q3GTLJNs1a1qFADgb6oWuSf0pVZhRnVM7zInEtQ5e6ZrUxj7SPeGxpjHJtHfv3u1rTa5F5Fo/J0YR3fZqz3CwTF9mdL95YpYKEG+vMN3RADE9TbcxSdckr07rMj1MvXpWsJheppL0NLkB5uBBK72OkwFiRrrhVItj/sb4eCt/o1e6JvWnNG/IHMvhlnovdU1qYx/p7tbkNfBB4qZNm3ytybXH3N3sxHpEt70yzQfXRJ09w5GaLkvvPfpaFRTNthcjJ1QPxHk1Tdckr07rcjSNU8UJCda0c1qldtPS5FIzXmc33WTtUfB7G3PUlOm7OGq6Zo13uqb0p1S5+mogR45zbsjSxsHU3aTJa+CDRL8TDesRbTiacemlwF9/AXv3pv+3va+Mx47EkhjeaTlK1inh1SEKgm/gFz+OBs6YYa1TzCwcPeQaROYjHDUKUUHu3FZQzDWYrMjiVkJxIQWszXjRRcCkSVa9RkHwkMAEiXny5PG1JoNELnZv0sRb3UhmODg6kjI32tm6f7+2CO+taoOLiizAve+EX3rPb+fVNF2TvLql+8ILQLlyVkqc1NYcp6bJ8n5cjzhsmFXZJFq8tmljjZr++Sfw4Yfe6ZrUn1K9IXPr+8SJ3uqa1MY+0c2jyWvgN674HSZR57nnwvRogBtsWDP22mtTT4dzfP9xNCi5DZtOlUb8HztR9eLIKqsIQrQzYYI1M8jk0xmlkOKoI5PXM+BisMUqbNEEk4hzsw1HFJnfMcV+CsENuGmFuYi4ieXrr3UfjRAgjNm4skxDfcvMau7cadVEdio/ohdeS5SwPsB+/dXadHO2LkvvrT5VCf0vn+1qgKjjvJqma5JXN3Wvugq45RZrneHZQWJKzZMnrZyIXM/I6Wk3A0S3vHIGlOlw9u0DevTwTtek/nQGHGpu1Qr4+Wfg2DHvdE1qY5/oLvNZre7ABIkHucDHp5pz5zq7HtErr5zh4P2IgWJK3aU/rMWQaRegQe5VePw7d6aZdZ5X03RN8uq27muvWQEU1xqmXD6WUnPoUGtGgYmpmU4mWr1yUIszDf/73xmzoK7rmtSfzrkh8xv7H394q2tSG/tA96Amr4EPEv1MNG1ayaj6SmJCIjrffRynkR3vjjmNnHnTSZYmCIbBJRpMD8PZQaaLORvWZeb6xdq1M1/Sz69wjfXo0Vby/a5dgcOHdR9RwLFvyJJYW/CQwASJZVNmffaZ5uzZVmUG5lPzUjdSype3Ntpw8wqnyKj71h1TMetwXXRvOBXN7q0dyPNqmq5JXr3Q7dQJuPBCYMwYYNq0/zSZHocbPrwsvee21/POs3JEMmvHs896p2tSf0qmShWgfn0rX2JCgrRxQHXLavIa+I0rp0+fRvbs2X2nydYtVsyaVuJida90nWLwYOCZZ6wp5xoF/0W9VgVRJPtBLPu3MPKXzh/I82qarklevdJdvdr6PK9c2cqRmiPHaYwdm10FiQ8/bI3ABcUr879yEw5nTGbNApo1k37sGkxQOWCASodz+sILpY0DqHvaY03HNq6cOnUKHTp0wF9MnudD5mgoKJoZzXXrrMXdTk41e+k1eYbj2xAeumojDqEg3np2mycBoq7zapquSV690q1e3RpZ487fIUO4Zm8hnnzS2qDKkbcgeeXnGUdG+S835HCkVPqx+2uApI2DqTvHZ8XRMxUknjx5Etdeey02b97s/hEFjGhdj2jDNBessPDB2ET8src1bis/Ax36O1t6TxCCCIPCunWt0fjnnquuNrJwBJE1moMGfXKN5eLFwIgRuo8mwHDNEoenuVA8rfI+guAgOTL7h++99x6e4byjz9gwZTMeu2Ur/q/3XqAVfAfXIzoaJH74IaowT1bJkvCKG2JvxEsJV6MI9mHkhGqe6QpCNMM1hxxhO/98YNGigrjhBqBjRwQWfjx89ZU1G3rRRVW8vEUpdu70XtN73WxAnv8B65fi+E2H8E7+qfCS48eO45083mqapnv82HE0XHIMeYrmiZ4gMTY2FnGcJ0mDESNGqJ+UW7hnzpypfs+fPz/q1auH+Ph4HE7a/sY58NKlS2PevHnJr6lbty6OHz+OtWvXWgeWIweaNWuG1atXY8+ePeq54sWLo1q1amo4lvP2ZP/MRIzfcQH2PjcPJZtNR0yOGPW6rVu3YktS6YMCBQqo91+8eDGOHj2qnitXrhxKliyJ+fPnJx9D/fr11TGuX79ePc6ZMyeaNm2KVatWYW9SfTq+pkqVKpg9e7Y6XvqsXr26Ot7lKTJlN2/eXM3zT5pUFAUL5sbx46sB1MGiRYtwLCnPVfny5ZWnBQsWJL+uQYMGqv02bNiQ3PZNmjTBypUrcfr331Gne3d4fR+8C7PxBtri2Zv+xvpDpbB+5lp1/ipWrIhZXISURK1atZCYmKjay6ZVq1aqPXfs2KEeFylSBDVr1lTtzhFqUqlSJRQsWFCdH5vGjRurQud2GzMLfcOGDVUOKTtFABf4si+lHJ6vXbs2EhISVL8hMTExaNGiBdatW4edTFgJoGjRoqhRo4bqf1xGQSpXrqz66pIlS9Rj6vL4+Bp7BD1v3rzq/CxduhSHDh1Sz/G64HHMtfMc8SzXqaNeuyapuC3Xl7A/8LFdvL1YsWKq3/B1PF5StWpVVKhQIfnaIex/27dvT14z4sb1xGO1NfmYfS5lri63riceH8+LfT2x75D0riceB2F/YTuHcz2xj/B62sd1IGAi6FLq/Kdsd/YP9p0VnC9OomXLlti4caM6H6RQoULqvRYuXKi8EF4ThQsXVsdl07t3U3z2GXDvvYsxc+Yp5M6dG40aNVL+DiTlyXHrerKvH/t6suvCunE9LV06Dz165Ebv3jUxcaKGaM3zO6MuXc7kNAOsbigEkLePHsSy9cvS/HwijAuc+HxydOPKfffdp37atWvnq40rXetMwZjlbfHuPVPxwEdtPNPlhy0/7NOC92xOLbVvb+VAjQh+EHKqYds27Js0CUU4v+Mhoew5sPfokXT96mhj0Y1OTdN0d+3agxIlzPDK+962bdKPXeXECezZsQPFihb1VHbP3r2ea5qmu2fvXpSvWQ7ZYrJ5opdRvJbp6WY/M+TnBvix0jY8+Uk9XP34TpSu7803O3675jf7tIiPt8pWOTLVzF1t3AUzfDhWhkJoxeRkHsLuunrRwnT96mhj0Y1OTdN0165djRIlzPDKafatW1ejQgVvdePjvdfUpps/F+JXb0GF2uU9lY3fEO+5pmm68dSM8d5roPMkFipfCH3vmIn9ocJ47Gprei1Q6xE5dcUMvUxa2L27E4cmCIIgCILgXJD44YcfZjjVrItmj8ThujKz8NXm8/HTc95sIef6HNd3NnPtJfNKEK6Cz5EjQ1230KFrkldduiZ51aVrkldduiZ51aVrklddujGavAY+mTbZMm8bajfLi4LZj2D5pgIoULYAdMLSW1zPnrRuPzxGjgR69rTyabz8soNHJwiCIAiCyZznVDJtv8PddnFNy2DIbYvx7+my6NdhgSeaacFNi6zTGtEo4j//AP36cbuilVciE7puokPXJK+6dE3yqkvXJK+6dE3yqkvXJK+6dNdp8hr4INFOx9Dlk9Y4v8ASvL64DWa/v9QTzdRgNhKO0YYdJPLFXbsCR44Ab7/N/e2Z0nUTHbomedWla5JXXbomedWla5JXXbomedWlu1OT18AHiTbMk/jup3mRAwno/EgsTh218gx5TcTrEb/80sqbc/fdwKWXOnlogiAIgiAI5gSJTOhqU/vaqujbdgbij1fHsOume6KZWpDIWqaNG4fxxkzc/dhjzLicao2r9HTdRIeuSV516ZrkVZeuSV516ZrkVZeuSV516RbV5NWIjSspOXHwBBqW+BcbTsYh/rftqHZpRU/1WaCGpZoWLgzjxZ06AR98AHz8sTWSKAiCIAiC4DDGbFxJWZKM5CqYC+8MP4wTyI0ut+xDKDHkuqYNq5exelhYU82TJ1sBIqeY77orS7puo0PXJK+6dE3yqkvXJK+6dE3yqkvXJK+6dOdp8hr4INGucZiSNo80wIM1p+DP/Y3wwf3TPNGMKIk2S+916cLCqsCYMUC2bFnSdRsduiZ51aVrkldduiZ51aVrkldduiZ51aV7SpPXwAeJaTH0lwYoE7MdT3xUFzuW7vJ000qLFll84fPPs34XMGgQK3q7cWiCIAiCIAhmBYmV0wiqClcohNd7bcC+UBH0uGqNJ5oMEvPlA2rVysKbLVkCDBsGNGoE9OgRlq7b6NA1yasuXZO86tI1yasuXZO86tI1yasu3co+GyAKTJCYP3/+NP/fDUNbomPp2fjfpvMxceBcVzVZRY9LCpo2tXY3Z6n0XmJicum9rOp6gQ5dk7zq0jXJqy5dk7zq0jXJqy5dk7zq0s2vyWvgg8QlHIlLg2wx2fDGj+VRAAfR9fkyOLz9sGuarLJy6FAW1yOOHm0NP7L8XpMmYel6gQ5dk7zq0jXJqy5dk7zq0jXJqy5dk7zq0l2iyWvgg8SMOK9ZGbx080JsOn0e+l053z/rETdtAp5+GqhYERg40LXjEgRBEARByArGBImk6+dt0Cp/PEYtaoM5HyzTX2mFKSofftgqvcfdzFzIKAiCIAiC4AMCk0z75MmTiI2NzfDvlo1bi0bXlUet3Bswb09l5Myb01FNzhYzRyJ/0shg8x9ffQXceitw553Ap59GpOsFOnRN8qpL1ySvunRN8qpL1ySvunRN8qpL96THmsYk085sUew6HaviqdYzsOR4DQy/YbqjmkxzyOUEHEXMMEDctw/o3t0qvffqqxHpeoVJxc5N0jXJqy5dk7zq0jXJqy5dk7zq0t2pyWvgg8TNmzdn+m+fGd8SNWLXY+CvLbB20j+OabIEX0JCJtcjPvkksGOHVZu5RImIdL1Ch65JXnXpmuRVl65JXnXpmuRVl65JXnXpbtbkNfBBYlbIXTg33nnlEI4jD7rcvMexkn2ZXo/411/A++8Dl1witZkFQRAEQfAlgQkS8+bNm6W/b/toA3SuOQWT9zXGRw9Od0TTDhKZIzFNjh8HHnwww9J7WdH1Ch26JnnVpWuSV126JnnVpWuSV126JnnVpZtXk9fAb1wJh30b9qNW1ZM4FcqBFfGnUbJO1qZ9z6ZKFSBnTitXYpr06we8+CIwdCjQu3dEeoIgCIIgCOFizMaVpUuXZvk1RSoVxuuPrcPeUFH0uGp1RJq7dwPr12ewHjE+3goOGzYEevXKsl5qul6iQ9ckr7p0TfKqS9ckr7p0TfKqS9ckr7p0l2ryGvgg8RDLnITBTa+0xDWlZuOLfy7Az4Pmhq05d24G6xGzWHovs7peokPXJK+6dE3yqkvXJK+6dE3yqkvXJK+6dA9p8hr4IDFcWLJv9LhyyI9D6Doo/JJ9GW5aeestYPZs4LHHMli0KAiCIAiCoJ/ABIlxcXFhv7Zci7IYfOMC/HP6PDx31bywNBn/Mf9l/fqp/CG3tPftC1SoAAwaFPZxpqbrJTp0TfKqS9ckr7p0TfKqS9ckr7p0TfKqSzdOk9fAb1xJSEhAjgimcE+fPI0Liq7A3CO1MOvDVWh2b+1Ma7IFmeqQG1cYLJ4B/2fHjsD48cDEicCVV4Z9jGfreo0OXZO86tI1yasuXZO86tI1yasuXZO86tJN8FjTmI0rc+1FgWGSPTY73v0oFjFIROeHsuPU0VOZ1tywAdizJ41NK99+awWIt9/uSICYUtdrdOia5FWXrkledema5FWXrkledema5FWX7lxNXgMfJDpBvRur46kLpmPx8Rp49abpka9HZOm9Rx8FihYFRo509mAFQRAEQRBcRILEs+j3U0tUy7kB/X9ugXWTM1eyz55iPidIfOopYPt2YPhwoGRJ5w9WEARBEATBJQKzJvHgwYMoWLCgI+/118hFaN+zIS4usgC/726kdkCnp3nBBcDy5daUc4wddv/9N9CuHXDRRcAff4RVWcULr37XNcmrLl2TvOrSNcmrLl2TvOrSNcmrLt2DHmsasybx5MmTjr1Xux4NcX/1qZi0rzE+fmh6upqnTgELFlijiMkBIkvvdekC5M4NvP22owGirasDHbomedWla5JXXbomedWla5JXXbomedWle1KT18AHiWvWrHH0/Yb9Ug+lYnai13u1sWvF7jQ1mRydMeEZU82DBwOrVgH9+wNVqzp6XLauDnTomuRVl65JXnXpmuRVl65JXnXpmuRVl+4aTV4DHyQ6DUv2vfbIWlWyr2eHVZnftLJsGTBkiJUw8fHHvTlYQRAEQRAEhwlMkJg9e3bH3/OWV1vhqpJz8NnGC/Dri/NS1Txj0wpL7rH0XkKCVXovZ07Hj8nW1YEOXZO86tI1yasuXZO86tI1yasuXZO86tLNrslr4DeuuMWmmVtQ5/yCKJ5jP5ZuKYp8JfOd8f/r1gUOHwY2bgTw5ptAt25W6T1JeSMIgiAIgo8xZuOKW/P45VvF4cUbFmBjQjn073BmksuFC9eqXc1qFJGN3KcPUL488MILcBNZnyG60a5pmq5JXnXpmuRVl65JXnXprpE1ie6we3fqm0ucoNsXrdE831K8Or8N5n+6Ivn5GTNOqKp7zZuFgEceAQ4dAt56C8ifH9Hq1W+6JnnVpWuSV126JnnVpWuSV126JnnVpbtbk9fAB4luokr2fZhUsu9BIOF4gnp+2TIrGGx+fAowbhxw661Ahw6aj1YQBEEQBCFyAhMkFitWzNX3r39TdTzZajoWHquVXLJv3bqiiIkJocnoTkCRIsBrryEIXv2ka5JXXbomedWla5JXXbomedWla5JXXbrFNHlNC9m4kgWO7T2G+qV3YMupklj6525ceHd5FD36LxbvLQe8/z7QqZPuQxQEQRAEQfBu48ozzzyDJk2aoEOHDti1axf8yNy5Z24qcYM8RfPg7Zf24Rjy4raOR9VeleZ7f7bK7/3f/yFIXv2ia5JXXbomedWla5JXXbomedWla5JXXbpzNXkNO0j8+eefMWPGDHXgTzzxBPr16wc/ksDchB5w0eON8H/VpmLuwZrqcfMcC4F33nG89J4fvPpB1ySvunRN8qpL1ySvunRN8qpL1ySvunQTNHkNO0j89ddfceeddyImJgbt27dXAaPpvPJzXZTMZo2otujaCKhWTfchCYIgCIIgOEqOjP7g0KFDKM/cf1zAmC0bjhw5cs7fjBgxQv3YHDx4EDNnzlS/58+fH/Xq1UN8fDwOM+t00hx46dKlMW/ef1VM6tati+PHj2Pt2rXWgeXIgWbNmmH16tXYs2ePeq548eKoVq0a5syZg9OnT6vn+Dg2Nla9t63J123duhVbtmxRjwsUKKDef/HixTh69Kh6rly5cihZsiTmz5+ffAz169dX77N+/Xr1OGfOnGjatClWrVqFvXv3quf4mipVqmBIj/GY9lMMDt9YUx0fj3c5kyYm0bx5czXPz+MgBQsWRJ06dbBo0SIcO3ZMPcd2pacFCxYkv65Bgwaq/TZs2KAe0xun+leuXIl9+/ap53LlyqX+tf2SGjVqqEB+xYr/UvS0bNkSGzduxPbt29XjQoUKoXbt2li4cKFqa1KxYkUULlxYHZdNw4YNsX//fvVakjt3bjRq1Eidf1uT54+vnTVrVvLratWqhcTERNVeNq1atVLtuWPHDvW4SJEiqFmzpmp3u5B5pUqVVPvw/Ng0btxYpQKwz2uePHnUcS1btky1DylbtqzqS+wPNvTHb2LsN4Rt0qJFC6xbtw47d+5UzxUtWlS1F/vfqVOn1HOVK1dWfXXJkiXqMXV5fHzN5s2b1XN58+ZV52fp0qXquiBxcXHqOFJOEfA887V2vitm0Gd/4GM7vQEXJ1evXl29zv7mWLVqVZQpU+aM88r+x/Nnrxlx43pif7Q17euJ7Wzj1vXE/8fzwutp9uzZqu8Qtoub1xPbOeX1VKpUKXX+3bye+Lf2+9vXE/0dOHDA1evJvn7s62nTpk3qb9y+nnhc/KywryfC+5ib1xPP69nXE9ua7+/m9WS3cXqfT25cTydOnFD/pvb55Nb1xPPD9kvv88mN6ynl53tan09uXE+HDx9Wx5fW55Mb15NdcSW9zycnr6eIN6707NkTbdu2xfXXX5/pTSk6Nq6wUXixBV3TNF2TvOrSNcmrLl2TvOrSNcmrLl2TvOrSPeSxZsQbVxhpT548Wf3O6JfRrB9J+W0xyJqm6ZrkVZeuSV516ZrkVZeuSV516ZrkVZfuUk1eww4Sr732WkyfPh09evTALbfcgsdYl1gQBEEQBEEwe00i5/sZJP7000+49dZb1ciiIAiCIAiCEGwCk0ybCzy5MD7omqbpmuRVl65JXnXpmuRVl65JXnXpmuRVl+4pjzUdSaYdDdg7pIKuaZquSV516ZrkVZeuSV516ZrkVZeuSV516W7X5DXwQaKOMoC6Sg+apGuSV126JnnVpWuSV126JnnVpWuSV126//qspHFggkRBEARBEATBOQITJOpIzaMrHZBJuiZ51aVrkldduiZ51aVrkldduiZ51aWb32dpBgOzcUUQBEEQBEHIPMZsXGFZJRM0TdM1yasuXZO86tI1yasuXZO86tI1yasu3XhNXgMfJNp1N4OuaZquSV516ZrkVZeuSV516ZrkVZeuSV516R7W5DXwQaIgCIIgCILg8zWJuXLlQokSJeB19O31gk8dmqbpmuRVl65JXnXpmuRVl65JXnXpmuRVl+5hjzV37dqFEydOeBsk6kDHZhldG3RM0jXJqy5dk7zq0jXJqy5dk7zq0jXJqy7d83y28VemmwVBEARBEIRzkCBREARBEARBCG6Q2KtXLyM0TdM1yasuXZO86tI1yasuXZO86tI1yasu3V6avAZ+TaIgCIIgCILgHIEZSRQEQRAEQRCcQ4JEQRAEQRAEIbhB4j///INly5YlP37wwQfx+++/Jz/+888/XdFdvnw5NmzYkPz4sssuw5o1a9TviYmJmDJlSmD8muSVuaPmzJmT/Hjw4MF49913kx/PmjULx48fd1zXJK8m6ZrUn3T5NcmrTl25R73rqq4ur4EPEtkxv/rqq+THOXPmVD82Xbp0cUWXmn/99Vequlzu6ZauDr8meeVNcPTo0WlqPvnkkzhw4IDjukH1unbtWvz000/YvXu3p7qpoUPXpP6ky29QvB46dAi//PILFi1a5EtdJ9vZT17dvkcd0uQ1UnLA55w6dQodO3ZE79690a5dO7z99tsYNWpUckWX9957D1WrVlW/v//++/j111/V7xs3blSduWDBgurxnj17ItIlx44dQ5s2bfD555+jevXqyX/7wgsvqOMiq1atwvXXX6+qzpDs2bOHrXv++eer0TqbnTt3Kn1byym/Z3v93//+h9dffx0JCQm49NJLlT+3vVL3448/Vt+YqHvllVfiueeeS/5bJ7wyk/0dd9yhvoXt3bsXw4cPR+3atXHjjTfi9OnTuPjiizFo0KDkv584cSJatmypft+2bRty5MiBMWPGJI+qZtZvaroXXnghli5dirvvvhsLFy484+/d8kqeeuop5MuXD3ny5MGXX36pfnfbK/994403VF96/PHHlbeKFSt60sZk69atqFev3hlt54Ruapr8/eGHH0a5cuWSr5fWrVt74pVf1Hi/6NevX7J3J+8Tqem+9tpr6ndy8OBBdV+2tdxqY85aPPvss+rfWrVqqXtGTEyM616PHj2KIUOGqHtF/fr11T3S9uDUud2/f786h9ddd536Qt6hQwfceeedrt+jUtPt0aOHq/eo1DQbNWrk+j0qNd0KFSq4eo/an0b7unl/coyQjzlx4kToiiuuCNWtWzf0559/qufuvPPOUHx8fLqvGzZsWGju3LmO6pKuXbuGRo4cmebrnn766dCaNWsc17W5+uqrQ8uWLXPUb2qaVapUUc+Tli1bhlasWOG617Vr14bq1aunnj99+nToggsuCE2ZMsVRr2+++Wbo888/V7//8ccfoYsvvjh0yy23hN5//3313N133x2aMWPGOa/j///111/D0kxLd+rUqaEOHTqEKlSokObrnPZ6/fXXh3bv3q2eu+uuu0KffPKJJ16HDh0a2r9/v3quV69eoU8//dQTXZKYmKj6Wa5cuVJ9XSS6qWk+88wzofHjx6f7Ore8sp179Ojh2n0xLV2bLl26pOrL6TZu0qRJaMeOHeq5W2+9NfTzzz+77rV9+/bqvrh371713G233Rb6+OOPHT+306ZNC02YMEH9vmTJktAll1ziyT0qNV2371GpaXpxj0pN1+171LRUNN2+PzmF74PEf//9N3TvvfcmBzDly5dXAUTz5s1D3bt3P+c1DCBLlSoV2rp1q6O6EydODBUrViw0ZMiQ0KRJk855zS+//BKqWrVq6NChQ47qpnz/hx9+2HG/qWk2bNgwtGDBgtA///wTqlOnTujAgQOue2X78qZgc/vtt4fGjRvn+Lm14U2AN1ye06NHj6rnvvzyy9DAgQPP+DtqlS5dWl3YTmDrbtq0KZSQkJDmDdgNrynhTersfuyWV/t88ybZrFmz5A94L3RHjRoV6t27d6rt7KSurdm6detQ06ZN1ZerO+64I3T8+HHXNFPqLlq0KFSgQIHQoEGDQj/88IOr/Smlrg2/vF5zzTWetPFVV10V+umnn0K7du1S/YlfMN32etNNN6lza9O3b9/Qa6+95prX5cuXK00GSV7eo1LqenWPSqnp5T3qbF0v7lHLz9L06v4UCb6ebo6NjUVcXNwZ05OvvPIKbr75ZjW1wqHhv//+O3lqZd++fbjpppvUVA+nQW04XVC0aFG14DMcXdKtWzc1zc0hYw4Tb9q0Cffdd1/yQt5OnTop3UsuuST5NRwmbtWqlZq+DVfX5qWXXlLTsSlxwm9qmvfccw8++ugj5M6dW037FihQIPn/ueWVU3J9+/bF+PHj1XqLmTNnYuzYsY56TfmaF198EePGjcPkyZPVtAYpXLiwGvq3YdHzW2+9FSVLlkTnzp2Tnz9y5IiaPuAmHk4DhKNrT0emhltebb799ltky5YNF110kSdeCc/pd999p/pUyvU1buquXLlSrZ3iOea0VUqc1E2pyWk5njN65HXC6+Hee+913Ss3DzzzzDPqX94reBwDBgxwvD+drWvDafWnn37aszZmX5o7d66a9mWtWxu3vH7//ffqfH7yyScoVKgQPv300zPey+lzO2nSJKxevRrFixdX14xX96iUul7do1JqenmPOlvXi3vUpBSaXt2fIiYUBaQc5bK/URFOrYwePVr9vn37dvUNniN9HCbnlKXNddddF/ruu+/C1uU3Vo5g2vDbBke6CKdcq1Wrpr5tppwepT6PZ/78+RH5JRzOp4eUOO3X1uS3cg752zz11FOhr7/+2hOvBw8eVFN1NWvWDI0dO9YVrydPngxddtll6hs5SfkNjuf1wQcfVL9zlPTKK69USwxmzpx5xogQ+92IESOy5PNsXZuzv0G66ZUsXrw41KBBg9DOnTuTn/PKqz0CY7+fm7qnTp0KtW3bNrRy5cpz2tlJ3bO9prw/cWnKk08+6bpXUqhQIfWcParXqlUrV+4TqZ3bbdu2qdGXlLjVxocPHw6df/75yf/vrbfeUlOeXnilB86isF8999xzrnhNyapVq0L169f37B51tq4X96jUNL24R6Wm68U9ytasXbu2J/cnJ4iq3c3c9XPttdeqBcv2TqHGjRur/8eonAvGufPniy++UKOM3KU0YsQInDx58oxvO1mFUT+j9h07dqjHU6dOTd4sw51K1OD7jxw5Erfffrta9MzSOs2aNUs+vkj48MMP1SLqlLjll5tz+N5cpE0f/EZoLwp32ytHLPlNmYvf7VFaJ71y4TcXgV9xxRW45ZZb1HPcuDJ//nz1+/Tp01GpUqXkxdj8Fvvmm2+qb3rcRMRvb/zGx7/j8WSW1HTTwk2v/AbLRej89mpv/PLCK0eJV6xYccZIg9u6CxYsUKkkuNOSm6K2b9+u/mX/dkr3bE1+w+doOjc78Fxx9Mm+Jtxu4xo1aqjze/b9ycn7RFr9mKNqnN1JiVttzMf0SQ8cbaFX+/7ktldu0GO7coMBZz2c9kq4q5WbclJeK17co1LTTQun2jk1TS/uUanpun2PGn2WJkcI3b4/OUYoCkg52jRgwAA1msXo/4033kjzG2CnTp1ChQsXVuuCUn67D1eX3+BatGihFk1z8bS9gDklR44cUd88uYakZ8+eaj1HpLr2t4w9e/ak+fdO+E2pydGPEiVKqDVOHDG1Ryjc9srRH45IpLZRxgmv77zzjlogzDWt/OGI6eTJk9W3Ono+77zzQps3bz7ndfym3L9/fzVac/nll6uR5ayQmq5NeovCnfbKERh7TS9/+DdeeOW3Ya4hbtOmTeihhx5S59kL3ZSk1c6R6Kamyed4f+ImrH79+jmumZbunDlzktdq82fDhg2O3yfSamOeV65hTgun2/jVV18NlS1bNpQ3b171fvaGAy+8ciNHamvSnfBKeJxcs0ZNfs5wDZsX96jUdN2+R6Wm6cU9KjVdt+9RR9NpX7fuT04RiNrNHM3iepx///1XrZnjt0CmiuFaoCZNmrimy7UhXIuzZcsWbN68WY028hsAR8Fq1qwZKL9B9rpu3Tq1BpLpJcqUKaM0+K2Pz1OT3+6aNm2Ku+66C+3bt0eQzqsurybpmtSfdPkNule5R8m9or2LXtMjEEEimTZtmsqnxGmXvHnzeqb7xx9/oHTp0qhWrVpyvsCg+jXJK6d3uKyBmnb+Ly8wyatJuib1J11+TfKqU1fuUcH0GvggURAEQRAEQXCOqNq4IgiCIAiCIHiDBImCIAiCIAjCOUiQKAiCIAiCIJyDBImCIAiCIAjCOUiQKAiCIAiCIJyDBImCIAiCIAgCzub/ARm2ThrpQgVXAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 25
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 1.7 一图多个子图",
   "id": "2ce37221681b4f07"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T12:45:26.364733Z",
     "start_time": "2025-01-06T12:45:25.906928Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 一张图多个子图\n",
    "\n",
    "#添加子图add_subplot(nrows,ncols,index,projection=None,label=None)\n",
    "#nrows：行数，ncols：列数，index：子图序号，projection：投影类型，label：子图标签\n",
    "\n",
    "# 设置字体为 SimHei（黑体），支持中文显示\n",
    "matplotlib.rcParams['font.sans-serif'] = ['SimHei']\n",
    "matplotlib.rcParams['axes.unicode_minus'] = False  # 支持负号显示\n",
    "\n",
    "x = np.arange(1, 100)  #划分子图\n",
    "#subplots(nrows,ncols,sharex=False,sharey=False,squeeze=True):创建子图，nrows：行数，ncols：列数，figsize：子图大小，dpi：分辨率\n",
    "fig, axes = plt.subplots(2, 2)\n",
    "\n",
    "# 绘制子图1,2,3,4\n",
    "ax1 = axes[0, 0]\n",
    "ax2 = axes[0, 1]\n",
    "ax3 = axes[1, 0]\n",
    "ax4 = axes[1, 1]\n",
    "\n",
    "#作图1,2,3,4\n",
    "ax1.plot(x, x)\n",
    "ax2.plot(x, -x)\n",
    "ax3.plot(x, x ** 2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1, alpha=0.3)\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "id": "2d37518b6722be27",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 39
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 绘制散点图",
   "id": "26d5d43f7a3c5e10"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T12:56:03.296197Z",
     "start_time": "2025-01-06T12:56:03.237772Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# x轴数据\n",
    "x = [i for i in range(1, 32)]\n",
    "# y轴数据\n",
    "y = [random.randint(6, 35) for i in range(1, 32)]\n",
    "plt.figure(figsize=(10, 5), dpi=80)\n",
    "# 绘制散点图\n",
    "plt.scatter(x, y, color='r', label='3月份')\n",
    "# 调整x轴刻度\n",
    "xticks_label = [f'3月{i}月' for i in x]\n",
    "#x轴刻度\n",
    "plt.xticks(x[::3], xticks_label[::3], rotation=45, fontproperties='SimHei')\n",
    "# x、y轴标签\n",
    "plt.xlabel('日期', fontproperties='SimHei')\n",
    "plt.ylabel('温度', fontproperties='SimHei')\n",
    "plt.grid(color='gray', linestyle='--', linewidth=1, alpha=0.3)\n",
    "plt.legend(prop='SimHei', loc='upper left')\n",
    "plt.show()"
   ],
   "id": "f691382fcb10fca9",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 50
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 绘制条形图",
   "id": "5a5d2d3408d5c358"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T13:02:49.240607Z",
     "start_time": "2025-01-06T13:02:49.179132Z"
    }
   },
   "cell_type": "code",
   "source": [
    "a = ['流浪地球', '疯狂的外星人', '飞驰人生', '大黄蜂', '熊出没·原始时代', '新喜剧之王']\n",
    "b = [38.13, 19.85, 14.89, 11.36, 6.47, 5.93]\n",
    "\n",
    "plt.figure(figsize=(20, 8), dpi=80)  # 设置画布大小\n",
    "\n",
    "# 绘制条形图的方法\n",
    "# 绘制条形图\n",
    "#width：条形的宽度，color：条形的颜色，align：条形的对齐方式，edgecolor：边框颜色，alpha：透明度\n",
    "rects = plt.bar(range(len(a)), b, width=0.3, color='r')\n",
    "# 设置x轴的标签\n",
    "plt.xticks(range(len(a)), a, fontproperties='SimHei', rotation=45)\n",
    "for rect in rects:\n",
    "    height = rect.get_height()  # 获取条形的高度\n",
    "    plt.text(rect.get_x() + rect.get_width() / 2, height + 0.5, '%.2f' % height, ha='center', va='bottom',\n",
    "             fontproperties='SimHei')  # 设置条形的数值\n",
    "\n",
    "plt.show()"
   ],
   "id": "c67af743f2541b9e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 51
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 绘制饼图",
   "id": "6b8dcefbd649b4b9"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T13:05:14.828770Z",
     "start_time": "2025-01-06T13:05:14.772634Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 各部分标签\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"]\n",
    "# 各部分占比\n",
    "size = [55, 35, 10]\n",
    "# 各部分颜色\n",
    "color = [\"red\", \"green\", \"blue\"]\n",
    "# 突出值：突出某一部分，使其占比更大\n",
    "explode = [0, 0.05, 0]\n",
    "\n",
    "# 绘制饼图\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "# 设置字体为 SimHei（黑体），支持中文显示\n",
    "matplotlib.rcParams['font.sans-serif'] = ['SimHei']\n",
    "matplotlib.rcParams['axes.unicode_minus'] = False  # 支持负号显示\n",
    "\n",
    "# 绘制饼图\n",
    "# patches：饼图的图形，l_text：饼图的标签，p_text：饼图的数值\n",
    "# explode：突出值，colors：颜色，labels：标签，labeldistance：标签距离，autopct：数值格式，shadow：阴影，startangle：起始角度，pctdistance：数值距离\n",
    "patches, l_text, p_text = plt.pie(size, explode=explode, colors=color, labels=label_list,\n",
    "                                  labeldistance=1.1, autopct=\"%1.1f%%\", shadow=True, startangle=90, pctdistance=0.5)\n",
    "plt.axis(\"equal\")  # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "6d548febc4a4095a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 52
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 绘制直方图",
   "id": "a6d6a8ed78f45828"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T13:08:28.854014Z",
     "start_time": "2025-01-06T13:08:28.849595Z"
    }
   },
   "cell_type": "code",
   "source": [
    "time = [131, 98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102, 107, 114,\n",
    "        119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115, 99,\n",
    "        136, 126, 134, 95, 138, 117, 111, 78, 132, 124, 113, 150, 110, 117, 86, 95, 144,\n",
    "        105, 126, 130, 126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101, 99, 136, 123,\n",
    "        117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127, 105, 120, 107, 129, 116,\n",
    "        108, 132, 103, 136, 118, 102, 120, 114, 105, 115, 132, 145, 119, 121, 112, 139, 125,\n",
    "        138, 109, 132, 134, 156, 106, 117, 127, 144, 139, 139, 119, 140, 83, 110, 102, 123,\n",
    "        107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133, 112, 114, 122, 109,\n",
    "        106, 123, 116, 131, 127, 115, 118, 112, 135, 115, 146, 137, 116, 103, 144, 83, 123,\n",
    "        111, 110, 111, 100, 154, 136, 100, 118, 119, 133, 134, 106, 129, 126, 110, 111, 109,\n",
    "        141, 120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126, 114, 140, 103,\n",
    "        130, 141, 117, 106, 114, 121, 114, 133, 137, 92, 121, 112, 146, 97, 137, 105, 98,\n",
    "        117, 112, 81, 97, 139, 113, 134, 106, 144, 110, 137, 137, 111, 104, 117, 100, 111,\n",
    "        101, 110, 105, 129, 137, 112, 120, 113, 133, 112, 83, 94, 146, 133, 101, 131, 116,\n",
    "        111, 84, 137, 115, 122, 106, 144, 109, 123, 116, 111, 111, 133, 150]"
   ],
   "id": "e49207af10ddf13c",
   "outputs": [],
   "execution_count": 55
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T13:09:28.245508Z",
     "start_time": "2025-01-06T13:09:28.111626Z"
    }
   },
   "cell_type": "code",
   "source": [
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "# 设置字体为 SimHei（黑体），支持中文显示\n",
    "matplotlib.rcParams['font.sans-serif'] = ['SimHei']\n",
    "matplotlib.rcParams['axes.unicode_minus'] = False  # 支持负号显示\n",
    "\n",
    "# 设置组距\n",
    "distance = 2\n",
    "# 计算组数\n",
    "group_num = int((max(time) - min(time)) / distance)\n",
    "# 绘制直方图:bins：组距，range：x轴范围，density：是否显示密度图\n",
    "# histtype：直方图的类型，‘bar’：条形图，‘barstacked’：堆积条形图，‘step’：阶梯图，‘stepfilled’：阶梯填充图\n",
    "# alpha：透明度，color：颜色，label：图例标签\n",
    "plt.hist(time, bins=group_num, label='电影时长分布')\n",
    "\n",
    "# 修改x轴刻度显示\n",
    "plt.xticks(range(min(time), max(time))[::2])\n",
    "plt.yticks(range(0, 20, 1))\n",
    "\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "#添 加 x,  y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\", fontproperties='SimHei')\n",
    "plt.ylabel(\"电影的数据量\", fontproperties='SimHei')\n",
    "\n",
    "plt.show()"
   ],
   "id": "6111d134af117685",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 57
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "c166770be060c58f"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
